{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fe73e0d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入需要的库\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "069f6841",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = 50 #主频\n",
    "t = np.linspace(-0.055, 0.055,56)\n",
    "#无噪声数据\n",
    "rick = (1 - 2 * (math.pi * f * t)**2) * math.e ** (-1 * (math.pi * f * t)**2)\n",
    "rick = rick/abs(rick).max()#规范化到（-1,1）\n",
    "#加入10%的随机噪声\n",
    "noise_factor = 0.1\n",
    "rick_noise = rick + noise_factor * np.random.randn(*rick.shape) #*data.shape  (rick.shape[0], rick.shape[1]\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #画时域信号\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax0.plot(t,rick)\n",
    " \n",
    "ax1 = plt.subplot(212)             #画频域信号\n",
    "ax1.set_xlabel(\"Freq(Hz)\")\n",
    "ax1.set_ylabel(\"Power\")\n",
    "ax1.plot(t, rick_noise)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eedd2f22",
   "metadata": {},
   "source": [
    "## 1.FFT变换"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a29209d",
   "metadata": {},
   "source": [
    "https://blog.csdn.net/l494926429/article/details/51818012?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522164847168216780264011389%2522%252C%2522scm%2522%253A%252220140713.130102334.pc%255Fall.%2522%257D&request_id=164847168216780264011389&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_ecpm_v1~rank_v31_ecpm-1-51818012.142^v5^pc_search_result_cache,143^v6^register&utm_term=%E5%82%85%E9%87%8C%E5%8F%B6%E5%8F%98%E6%8D%A2&spm=1018.2226.3001.4187"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cbb5dd01",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fft_spectrum(Signal, SampleRate):\n",
    "    \"\"\"\n",
    "    计算一维信号的傅里叶谱\n",
    "    :param Signal: 一维信号\n",
    "    :param SampleRate: 采样率，一秒内的采样点数\n",
    "    :return: 傅里叶变换结果\n",
    "    \"\"\"\n",
    "    fft_len = Signal.size  # 傅里叶变换长度\n",
    "    # 原函数值的序列经过快速傅里叶变换得到一个复数数组，复数的模代表的是振幅，复数的辐角代表初相位\n",
    "    SignalFFT = np.fft.rfft(Signal) / fft_len  # 变换后归一化处理\n",
    "    SignalFreqs = np.linspace(0, SampleRate/2, int(fft_len/2)+1)  # 生成频率区间\n",
    "    SignalAmplitude = np.abs(SignalFFT) * 2   # 复数的模代表的是振幅\n",
    "    return SignalFreqs, SignalAmplitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f8c6f6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = fft_spectrum(rick, 500)\n",
    "b = fft_spectrum(rick_noise, 500)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #无噪声数据频谱\n",
    "ax0.set_xlabel(\"Freq(Hz)\")\n",
    "ax0.set_ylabel(\"Power\")\n",
    "ax0.plot(a[0],a[1])\n",
    " \n",
    "ax1 = plt.subplot(212)             #含噪声数据频谱\n",
    "ax1.set_xlabel(\"Freq(Hz)\")\n",
    "ax1.set_ylabel(\"Power\")\n",
    "ax1.plot(b[0],b[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9568835",
   "metadata": {},
   "source": [
    "## 2.低通滤波器、带通滤波器、高通滤波器"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34f97e6a",
   "metadata": {},
   "source": [
    "### 2.1 低通滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e89e4c5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "34008286",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 巴沃斯低通滤波器\n",
    "def butter_lowpass(cutoff, sample_rate, order=4):\n",
    "    # 设置滤波器参数\n",
    "    rate = sample_rate * 0.5\n",
    "    normal_cutoff = cutoff / rate\n",
    "    b, a = signal.butter(order, normal_cutoff, btype='low', analog=False)\n",
    "    return b, a\n",
    "\n",
    "def lowpass_filter(noise_data, cutoff, sample_rate, order=4):\n",
    "    \"\"\"\n",
    "    低通滤波器\n",
    "    :param noise_data: 含噪声数据\n",
    "    :param cutoff: 低通滤波的最大值\n",
    "    :param sample_rate: 数据采样率\n",
    "    :param order: 滤波器阶数，默认为4\n",
    "    :return: 滤波后的数据\n",
    "    \"\"\"\n",
    "    b, a = butter_lowpass(cutoff, sample_rate, order=order)\n",
    "    clear_data = signal.filtfilt(b, a, noise_data) #lfilter 滤波后的波形有偏移，filtfilt滤波后的没有偏移\n",
    "    return clear_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "284ba596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9U/ry9Oc7eX75bh66crSHI3StEw10/JyItFoNKiLhInKLiNzgutCUM3y8qZjnl+d2+vwmm53f/C+HPlEh/PisAWTnl1OsI+6rbi67oBzA4z1omx0ZC0970irlFFl5pdz11gYm9Yvlr5ePQsQxFFJseBBXTkjlv9lFHKjy7b9lJ6qifQr4rYhsEZG3RORpEZknIsv5rop2oVuiVJ1S12jj//67kQc+2MI7aztXtfrKN3vYWlzF7y4azmXjHBOJfLy52JlhKuV22fnlBPoLI/pEejoUAOJ7BREa6E9BmXa0UKqr9pRUM/eVNaTEhPLM9ycQHHB0u9ZbT+9Po93OKyv3eChC92gzwTPGrLMGM56II9lbjmMYkznGmDHGmCdajkunvM976/dy6HADabGh3PffHHYe6FibgwOVdTz68XbOHJzA9BFJDOzdiwEJ4SzO0QRPdW/rCsoYnhxJSKB3dGgQEdJiQ7UET6kuqqhp5OaXVmM3hnmzJxITHnTcMf3iwzlvWCKvfLOH2gabB6J0j/aMg3cYR4ndJmAXsNvVQamuM8bw4td5DEmM4K3bTiUsyJ+f/Ce7Qx/mv360lfomO/dfPOJI8faMkUl8u7uUsmpnjHWt2lLbYOPON9exOGefp0PxOTa7YWNhhddUzzZzjIWnJXhKdVZDk53bXs2isLSWZ2/MpF98eJvH/uCM/pTXNLJwTUGbx3R3J03wRORCHIndk8A/gZ0iMtPVgfkqu92wrdj1vXdW7S5l875KZp+WQVJUCI9dM5btB6q4f9Gmdp3/bW4J/80u4rYz+x/1n2TGiGRsdsMnW/a7KvQezxjDve9s4J3sIm5/PbvLYzbVNdrYU+LMaaS7tx0HqqhusHnF+HctpcWGUVha02MGYVXOU13fxP5K325PdjLGGP7vvxv5JreUh64cxaR+sSc8PrNvDGPSonnhq93Y7L75f649w6T8HTjbGHOWMeZM4GzgMdeG5bveXlvI9Me/JCuv1KXXmff1bqLDArl0bAoAZwxO4CdnDeTNrIKTtsdrtNn57bs5pMaE8uOzBh61b2RKJCnRoSzZpNW0rjLv6zz+t24vt53Zn75x4dz2SlaHq9ebVdQ0cvUzKznzb59z4wvf8sX2gz0+gci2Bjj2hhksWkqNCaWqvonymkZPh6K6ger6Jhat38sPX1nD+D8t5exHPqeo3PUlwMYYZr+4ittfz6ahye7y67WHMYYnl+1k4ZpCfn7uoCPtxU9ERJg7tT95JTUdLrCorGvkj+9t9vrq3fYkeFXGmJ0t1nMB3x9AxkXe3+CocntpRZ7LrlFQWsPSzfu5flL6UYOm3jFtEJP6xZ60Pd78FXls33+Y31804rhBV0WE80ck8uWOQxyu7zlz+rnLil2H+MuHW5g+IpG7pw/lxdkTCQrwY/aLqzlY1bEmr2XVDVz//Dds3VfFzadlsK24ilnzVjHzieUsXFPoNV/O7rYuv5yYsED6xoV5OpSjNA+VolOWqbZU1zfxXouk7mevZ7Mmv4wrJ6RiN4a/fLjF5THkFFXy+baDvLd+Lz96dQ31TZ5Ncg7XN/GLN9fx2CfbuXRsH+6YNqjd504fkUhqTCjPfdn+kSZqGpq45cXVvPJNHjl7KzoTstu0J8HLEpEPRWS2iMwC3gNWi8jlInK5i+PzKRU1jazYdYjwIH8W5xRzwEVF6i+vzENEuHFK36O2B/j78Y/rxp2wPd7+yjoeW7qdc4f25rzhia2+/owRSTQ02fl824FW9zvDzgNV/GPZDl5Zmcf7G/ayYuchtuyrZH9lnce/UFylsKyGn76WTb/4cP5+9Vj8/IS02DBemDWRksMNzJm/ut0TZZccrue6575hx4HDPHPTBH5/0Qi+uvscHrlqDMbAr95az9SHP+Xpz3dS0cNKjNYVlDMmLfpIu1Jvkd6c4OmUZaqFukYb729wJFMTHljK7VZSd+3ENN6cewrf3Hsuf75sFD86cyAfbNjn8mm4FmQVEBzgxz0zh7Js6wF++Moa6ho9852cU1TBRf/4ikXr93LneYP5+9VjO/T/OsDfj1tP70fWnjLW5ped9Pj6Jhu3vbKGtfllPH7NOCZmnLga2NNOOtAxEALsB8601g8CocBFgAHecU1ovueTLftptBn+duUo7nhzHa+tyueOaYOdeo3q+ibeWF3AzJFJJEeFHrc/MdLRHm/Wi6u4f9Gm4wZ6fOCDLTTaDb+/aESb18jMiCUuPIjFOcV8b3Qfp8YPjkbwP3t9HZv3VbZ5TK/gAGLCA4kNC6J3ZAiJkcEkRoSQGBVCYov16LBAr/tD3pq6RscXR6PNzrM3TqBX8Hf/NcekRfPkdeOY+0oWP39jHf/+/gT8/dp+T4cO13PDc9+SV1LN8zdlcsbgBACCAvy4ckIqV4xP4csdh3h+eS4PL97GPz/dyTUT07jltH5HSpF8VVVdI9sPVDFzVJKnQzmOluB1DxU1jZTVNJBxggb8zjRnfhZf7TxEQkQwV2emceGoZDIzYo/7DrjtzP4syCrgD+9t4v3bTyfAv8NTzZ9UXaON/60rYubIJH545gCiQgO5952N3PbKGp65cYLbeqUbY5i/Io+/fLiV2PAgXv/BKUzuH9ep17o6M43Hlm7n+eW5PH3DhDaPa7LZ+dnr2SzfcYiHrxzNhaOTOxu+27RnJoub3RFIT/BRTjF9okK4ZGwf3sku4rVv8/nJ2QMJdOJ/xLfXFlJV18Qtp/dr85jm9nj//Gwnk/vHcvl4R3uFFTsP8d76vdwxbRDpJ6i+8vdzVNMuWreXukab0/9Tv7O2kM37Knn06jFMHZRAWU0DpdUNlFU3UFpjPVc7vmQPHa4nv6SG1XmlrbZdCgrwIzU6lIeuHO21v7YcnSo2snlfJS/MyqR/Qq/jjjlveCK//95w7n9vMw98sLnNBPxAVR03PPctBWU1vDh7YqvzLYoIZw5O4MzBCWzeW8nzy3N5ZeUe/vNtPu/99HSGJPnuTAobCyswBq+ZoqylXsEBxIQF6lApXqaippFVeaV8k1vCN7klbN5XiZ8IS+44g4G9j/+/6kzZ+WV8tfMQd543mJ+cPfCEP+xCAv357feG8cNX1/LaqnxumpLh9HgW5xRTVdfE1ZlpAFw3KR0/gXve2cgPXs7iuZsyXZ7kVdQ0ctfC9Xy8eT/nDO3NI1eNIbaVoVDaKzw4gOsn9+XZL3dRUFrT6o9cu93w64UbWLJpP7/73vAj79/bnTTBE5F+wO1ARsvjjTEXuy4s33O4vokvdxzkhsnpiAg3ndKXOS9n8fGm/U77JWC3G176Oo8xadGMP8kfsDumDWLV7lLu+28Oo1OjSI8N57fv5pAeG9auqcimj0ji9VUFrNh1iHOGtl6V2xk1DU38bck2xqZFc9m4FESEhIj2TQZf12jjYFU9+yvr2F/Z/FzH+xv2cffCDSy+4wyCApz/q7ZZcUUda/PLKK1u4KLRfYgKC2zXefO+zuO/1lyJJ7qXs0/rR35pLfO+3k1aTNhxSfz+yjque+4biivqeOnmSZzSjl+0w/tE8ug1Y/nFeYOZ+cRy/vnZTv5x3bh2xd0dHZnBIjXao3G0JS02jPwekODtPlTNvz/fxdr8MpKiQugTFUpKTCgp0aH0iQ4lNSaUpKiQo3781jXa2FteS2FZLUXltRS1eD54uJ7fXzScs4b07nJsrSV0xjh+LI5Pj+anZw/kmS9yeXllHn+8ZGSXr3cizy/fTWRIALee3u+EyV2z6SOSOG1gHH//eDvfG92nS4lPaxZkFZAWG3rUd8s1Ex1/0+5+ewM/eDmLZ2/MPK7tdmt27K9i3td5ZOWVMio1ilP6xzGlfxypMaFt1rqs2VPKz15fx4GqOn5z4TBuPb2fU2poZp+awQtf5fLCV7u5/+KjfzwbY7j/vU28k13EL88bfMLCE2/Tnira/wEv4Gh71zNbZTvBp1sP0NBkZ+ZIRzJ39tDepMaE8vLKPKcleF9sP0juoWqeuHbsSY8N8PfjyevGccGTy/nJf7KZMTKJXQermTe7fb/ATh0QT0RwAItzip2a4D37ZS4Hqur51/fHd/g/bkigP2mxYcf9ApsyII7ZL65m3te7nTaPbn2TjZyiSrLzy8jOL2dtfhn7Wkzh9pcPt3DtxHRuOT2D1Ji2S0ObO1WcPzyRn549sM3jmt134TCKymv40webSYkJZfoIR1Xjvoparn/uWw5U1jH/lkkdLq1Miw3jxil9+fcXu7hj2iAGtFKK6AvWFZTTPz683cm3u6XFhJ2waUJ3t2VfJU9/vosPNuwl0N+P0wbGU1LdwJZ9Bzh0+OhORCKQGBFCbHgQB6rqj9vvJ5Ac5UgKaxqa+OP7mzl9YHyXqiaf+GQHjy/bfiShm5Aewx3nDuaU/rGMSYs+8t24t7yOhWsK+dX0IUSGuOazVFBaw0c5+5h7xgDCg9vzp9pROv/7i0Yw84nl/P3jbfz5slZnG+2U/JIaVuwq4ZfnDcbvmGTz6sw0/ES4a+F6bp2/mhdmTWw1ybPbDV9sP8i8r3ezfMchggP8mNQvli+2HeSdtUUA9IkK4ZT+cUceabGhGAP//nIXf/94O32iQ1j4w1MZ48RxLJOiQrhoTB8WZBXwi2mDj/p++NuSbby8cg9zz+jPT885+Xe0N2nPp6bOGPOkKy4uIjOAJwB/4HljzIPH7A8GXgYmACXANcaYPGvfvcCtgA34mTFmiStidJbFOftIiAhmQl9HyZq/n/D9U/ry4Edb2VZc5ZRqsXlf7yYxMvhIEnkyzePjzZq3im37qzhveGK7k7WgAD/OGdabpZv302SzO6W9R3FFHc98kcuFo5KZ0Nd51alnDenNtGGJPLlsB5eOTSEpKqRTr7N9fxVvri5gbX4Zm4oqabA5fu+kRIcyoW8M49NjGN83hgA/Yd5Xu3l5ZR7zV+bxvdHJzD2jPyP6RB31ei07VTx6zdjjvjRb4+8nPH7NOK597ht+/kY2b8ydQkJEMNc9+w2l1Q28fOvkI5+xjrr19H68+PVu/vX5Lh65akynXsObGWPIzi/njEHHV1t7i9TYUJZu3o/dbtr1eegu1uaX8fRnO/lkywF6BQcw94wB3Hp6v6NK5+sabeyrqKOorNZRUmeVzpVW1zMqJepICV9KjFXCFxly5HtncU4xP3x1DW+vLeSaiemdinHXwcP849MdnDs0kR9M7XdUQnes2adm8PbaQt7KKuRWF5XovPDVbvxEmH1qRofOG5wYwU1T+vLSijyum5TOyJSok5/UDm+tKUAErpjQ+hAkV05IxU8cHbhueWk1L8zOJCzIkWJU1zfxztpCXvw6j9xD1SRGBnPX9CFcNymd2PAgjDHsPHDYKjUt5YvtB3kn+7uELyY8iE17K7lwdDJ/vXyUS5LqH0ztzztri/jPqj1Hhgd7+vOdPP35Lq6blM69M4d2i/bcLbUnwXtCRH4PfAwc+QlljFnblQuLiD+OKdDOAwpx9MxdZIzZ3OKwW4EyY8xAEbkWeAi4RkSGA9cCI4A+wCciMtgY45XdK2sbbHy29SBXTEg5qpj96sw0Hl26nZdX5nX5l9aO/VUs33GIX50/uEPVkGcOTuCOaYN4eeUefve94R265owRSby7bi+r8ko5dUDX/2g+8vE2bHbD3TOGdvm1jvW77w1n2mNf8JcPt/BkJ6ogD1TWcf1z31JV18jo1Chmn5bB+PRoxqXHkBh5fML46DVj+dX0Icz7ajevr8rn3XV7mToonrln9Of0gfHUN9n54atraGyy88wxnSpOJjTInxdmZXLZ018zZ/5qQgL9qaht5NU5k7s0O0N8r2Cum5TOyyv38PNzB/lch4ui8loOHa5nnJcNcNxSemwYDTY7+6vqWu0k1Z0YY1ixq4R/frqTlbklRIcFcud5g5k1JaPVEtSQQH/6xYefcPaBtkwfkciYtGge/2QHl4xN6VQ7sL9+uJWQQH8evGIU8b1O3CxkVGoUmX1jmL8ij9mnZrSr+rQjKmoaWZBVwMVj+3TqB+kd0wbz7rq9/OG9TSy4bUqXExOb3bBwTSFnDEqgT3Tbn8vLx6fiJ8KdC9Zx84ureeDSkSxcU8jrq/KprGtiTGoUT1w7lpkjk4/6OyUiDEqMYFBiBDdOycAYw66Dh1mZ66gq37G/ir9cNorrJqW5LMkalhzJ1EHxvPR1HnNO78+bq/N5ePE2LhnbhwcuHdntkjtoX4I3CrgROIfvqmiNtd4Vk4CdxphcABF5A7gEaJngXQLcby0vBP4pjrt8CfCGNRfubhHZab3eyi7G5BJfbD9AbaPtuJK12PAgLhrdh/9mF3H3zKFd+lXy4oo8ggL8uG5Sx3+93jFtcKc6e5w5JIHgAD+W5BR3OcHLKarg7bWFzJ3a/4QdPDorPc7RtvDJZTu4fnJ6u9qnNWuy2bn99WzHGFS3n87gxPaVtvaJDuU33xvO7ecO4rVv85n39W5ufGEVw5MjiY8IZtPeSp6/KbNT1aHxvYJ5cfYkrvjXChptTbw25xRGpXb9l/rcM/rzn2/y+fcXu5xaveMN1jW3v/OyAY5bSov5bqiU7pzgZeeXcf97m1lfUE7viGB+c+EwrpuU3u6qxo4SEe6ePoTrn/+WV7/Zw5yp/Tt0/opdh/hky35+PWPISZO7ZrNPy+Cnr2Xz+bYDnDvMec1UAF5blU9Ng405p3fsfTSLCg3k19OHcM87G1m0fi+XWAPed9byHQfZV1HHb9tRCHDpuBRE4BdvruO8x77E30+YMTKJW07rx/j09g1PJCIM7B3BwN4R3HhK35Me7yxzpvZn1rxV/PyNbD7KKWbaMEcnDmcn8O7Snr/oVwH9jTFnGmPOth5dTe4AUoCWk8AVWttaPcYY0wRUAHHtPBcAEZkrIlkiknXw4EEnhN1xH+UUExMWyORWpk6ZdWpfahpsvLPmxLNLnEh5TQPvrC3k0rF9iGvnl9OxOtOTNywogDMHJ7Bkk6NKqbOMMfz5gy3EhAXx43a0Q+usH505gJToUO5ftIkmW/ubkz72yXa+3V3Kny8b2e7krqWo0EB+dNYAvrr7bB6+YjQNNjtfbj/IL6YN7tIfhoG9e/H+7afz4c+nOiW5A0ebpiszU3krq5DiCt+a+ig7v5zgAD+GJntvL+HmUtPu3tHinrc3sq+8lj9fNpLld5/NnKn9XZbcNTt1YDynD4znqc92UlXX/rEd7XbH909KdCi3nNb+6tbpI5JIigxx+qD1DU12Xlqxm9MHxjO8T2SnX+eqzDRGpUTx1w+3Ut3FQenfyiokJiyQc4e1rxPLJWNTePbGTH52zkC+/PXZPHX9eCb0jfH6UrAzBsUzJDGCj3KKOXVAHP+8frxTR7lwt/ZEngNEuzgOlzHGPGuMyTTGZCYkJLj9+vVNNpZtOcD5w5Nabac2OjWaMWnRvPzNnk5PIfXG6gLqGu3c3IEvJ2eZPiKJ4so6NhR1fkTvT7YcYGVuCXdMG0RUqOsav4cG+fPb7w1na3EVr36zp13nfLb1AE99totrJ6YdGU6ms4ID/Ll6Yhof33EGS39xBrc7ocFuWmwYKSeoMumMH505AJsxPNuB0d1byimq4ECV9yWH6wrKGZUS5dVf2H2iQxChWw+VUlbdwLb9Vdw0pS83TO5LcIB7xkYDuGv6EMpqGnl++e52n/NOdhGb9lby6xlDOlS1G+jvx41T+rJ8xyF27Hfe5E7vrd/L/sp6fnBG50rvmvn7CfdfPJziyjqe/nznyU9oQ2l1Ax9vLuaycakd+recNjyRO88f4vTvJ1cSEX5/8XCuzkx1y5Avrtaeb7poYKuILBGRRdbjXSdcuwhoOZhMqrWt1WNEJACIwtHZoj3neoWvrCm9TjSw6k2n9CX3YDVf7+z4CORNNjsvr8hjSv84hiV3/tdeZ507rDcBfsLinM7NTdtos/PXD7cwICG8U9XLHTV9RCJTB8Xz96Xbj+uVd6yi8lp+sWAdw5Ijj+s63xV+fo72Jt76azYtNoxLx6bw2qo9lJzkHh1r1e5SLn3qa+56a4OLouuchiY7OUUVXWqj6A7BAf4kRYZ068GOs/Y4ZgTwxLiTY9KimTkyieeX57brs1vT0MQjS7YxJi2aizoxaPt1k9IJCvBzWimeMYbnlucyJDHCKZ2BJvSN5fJxKTz35W72lFR36jX+m11Eo81wzcTuMfZbV506IJ6Hrxzj8hJnd2hPgvd74DLgL8CjwGrAGfVoq4FBItJPRIJwdJpYdMwxi4BZ1vKVwKfGUcy1CLhWRIKtcfoGAaucEJPTfZRTTERIwAnbqF04OpnY8CBeXpnX4ddfsmk/eyvquPm0jM4H2QXRYUFMGRDH4px9nSqB/M83e8g9VM19Fw5zS8lK8zACtQ02Hl68tc3jGprs/OQ/a2myGZ6+YXy3/yXXUT8+ewD1TXZe+Kr9JSFF5bX86NU12Izhq52HOpwcutLW4krqm+yM9eIOFs3SYsMo7MbTla3OKyXI38+pw1h0xC/PH0Jto42nPtt10mOf+3I3xZV1/PbCYZ3qtRwbHsSlY/vwztoip0z599XOQ2wtruLWqc4Z3w3g7plDCfQX/vR+x+epNcbwVlYBY1KjfHoAdF910r+oxpgvgErge8BLODpX/LurF7ba1P0UWAJsARYYYzaJyB9FpHkQ5ReAOKsTxZ3APda5m4AFODpkLAZ+4o09aBttdpZu3s95wxJP2LM1JNCfayam8cmW/RSVd+yL/cWvd5MeG+b0Rr4dMX1EEnklNWzff7hD51XUNPL4sh2cPjCes50wQGl7Dezdi1tP78eCrMIjDe+P9eBHW1lXUM5DV4zuVK++7m5AQi8uGJXMyyv3tOsPV22DjdteyaKhyc4/rhuHzW74sJOluq7wXQeLaI/G0R5pMWHdugRv1e5SxqRFeexH0cDevbhyQiqvfrOHwhPcxwOVdTzz5S5mjkwiswuljbNOzaC20caCrIKTH3wSzy3fTUJEMJeMdd4UkImRIdx+7iA+2bK/w/OHbyisYGtxFVf3kNI7X9Nm1iEig0Xk9yKyFfgHkA+I1cniH864uDHmQ2PMYGPMAGPMn61tvzPGLLKW64wxVxljBhpjJjX3uLX2/dk6b4gx5iNnxONsK3eVUFHbyMxRJx+X7obJjurJ175tX9swgA2F5WTtKWOWC7rpd8T5wxMRocPVtP/4dAcVtY383wXD3F5defu5g+gdEczv3s05roPI4px9zPt6N7NPzegW8w26yk/PHsjh+qaTVj8ZY7jnnQ1s2lvJ49eO5cJRyQzs3Yv31u91T6DtsC6/nISI4G7RHigtNpTiyjrqm7zuN+tJ1TQ0kVNU4fFpAX8+bTCIY+Ditvz94+002uzcM7NrwzKN6BPFpH6xzF+Zh60Lnc22FVfx5faDzD41w+ntFm8+LYOMuDD++N5m6hrb/7l6M6uAkEA/Lhrj/DnHleudqARvK47Suu8ZY063krru943jQR/lFBMe5M/UdrSlSI0J45yhibyxqqBdX+xNNjtPf7aL8CB/rsrsWuP/ruodGcL49BiWbGp/gpd3qJr5K/O4ekJal3qKdVav4ADuu3AYGworjvrlnXeomrve2sCY1CjuvcD54/F1J8OSI5k2LJF5X+/m8Al64T23PJd31+3ll+c5egWLCBeP6cPqvFL2VXhHVeO6gnLGprVviAZPS4sJwxgoKvOOe9cR2fnlNNkNE1sZMcCdUqJDufGUvry9trDVDhCb91ayYE0Bs6Zk0Deu6yX0N5+aQWFZLcu27O/0azy3PJfQQP8jP/adKTjAn/svHsHukmpmzVtFZTt6Gdc22Hhv3V4uGJnsstk6lGudKMG7HNgHfCYiz4nIuYD3fzt6CZvd8PGmYs4e2rvdVRU3TelLSXUDH27cd8Ljvth+kJlPLGfxpmJmn5bhFf/5ZoxIYvO+SvJL2le19NDirQT6+/HL8we7OLK2XTymD5MyYnlo8VbKaxqoa7Tx4/+sxc9P+Of1493a+89b/fScgY5BlNvodfzF9oM8+NFWLhiVxE9aDHHzvdHJGAMfbDjxZ9kdymsayD1U3S2qZ+G7oVIKumGCt2p3KSJ0ejYVZ/rxWQMICwrg7x9vP2q7MYa/fLiFqNBAbj9nkFOudd7wRPpEdX7IlAOVdby7roirMlOJDnPu/LHNzhrSmyeuHcfa/DKueeYbDlSeuKf7Rzn7qKpv0urZbqzNBM8Y8z9jzLXAUOAz4A6gt4j8S0TOd1N83daq3aWUVDdwQTuqZ5udPjCefvHhvLyy9T+mOw9UcfOLq5g1bxUNNjv//v4EfnX+EGeF3CXNc6K2pxRv1e5SPsop5kdnDqB3K7NAuIuIcP/FI6iobeTRpdv54/ub2byvkkevHuNzszh01ti0aKYOiuf55bnHVe3kHarm9tfWMjgxgr9dOeao0rH+Cb0YmRLpFdW02Vb7u/Hpnk862iO9OcHrhkOlrM4rZVhSpFf86IzrFcycqf1YvKn4qLa2n287yFc7D/Hzcwc5bU7iAH8/bpySwYpdJWwr7viQKfNX5tFkNx0ah68zLh7ThxdmTWRPSTVX/HsFeYfa7lm7IKuAjLiwVsdvVd1DezpZVBtjXjPGXIRjOJJs4G6XR9bNLc7ZR0igH2cNaf/Ye35+wo2n9CU7v5ycFuPKlVU38Pt3c5j++HKy8sr4vwuG8vEvzmDGyCSvqXJKjwtjeHIki1tJ8GoamvhqxyEe/XgbVz+zku+/8C3JUSEdHm3eFYb3ieTGU/ryyjd7eO3bfG47s79HO6x4o9vPGcShww28sSr/yLbD9U384OUs/PyE527KbHVIgYvH9GF9YUWnh2dwluw9ZfgJjHbSYNCu1jsimKAAv27X0aLRZic7v5xJXpQQzJnan9jwIP62xNFjvslm588fbqFffDg3THbuDAnXTkwjJNCPl1a0v+c5OL4fX/0mn+nDk8hwQ4euMwYn8NoPTuFwXRNX/nvFUX9rmu0pqeab3FKuynTd1GDK9To0LoUxpswaOPhcVwXkC+x2w0c5xZw1uPeRyZbb64oJqYQG+vPyyjwarGEqzvzbZ7zyzR6um5TG53edxdwzBnhl9eGMkUms2VPGzgNVfLp1P3/9aAuXPvU1o+//mO+/8C3//GwndY02Zk3py8u3TCI0yDvew53nOaYnmtQvlru8pETUm0zqF8ukjFie+TKX+iYbdrvhzjfXkXuomqeuH99maeeF1rhini7Fyy4oZ2hSZLcZ18rPT0iNDu12Q6XkFFVQ22jzqgSvV3AAPzl7IF/vLOGrHYd4fXUBOw8c5p6ZQzs0Z3d7xIQHcdm4FP6bXURZdUO7z3srq5CK2kZ+cIb7BqofmxbNwh+dSnCAP9c++w0rdh46av+CrAL8BK7o4uDuyrO6xzdeN5NdUMaBqvoTDm7clqjQQC4dl8I7awvJyisj91A1UwfF85sLh3v9OETTRyTx6NLtTHv0SwAC/YUxqdHMPaM/k/vHMaFvDL288I9sVFggn/ziTMKC/VudbUQ52uLdNG8V76wtYn9lHR9v3s9vvzec0wa23YEoJTqUiRkxvLd+Hz91UlunjrLbDevyy7nYicNOuENqbFi3m65s1e5SwDMDHJ/IDZPTmffVbv7y4Rb2V9YxuV8s5w93TSn9rFMzeH1VAW9mFfDDMwec9Hib3fDCV7sZlx7NhL7uvW8DEnrx9o9O5aZ53zL7xdU8fu1YLhiVjM1uWLimkDMHJ5AU5bkmNKrrvO+vrQ/4cGMxQf5+nDO0c2O7zTq1L2+uzgeBF2dP5KwhCd2imHxwYi9+fu4gRBylPuPTY7rNAMHOaovjq6YOimdMapTVIaWRK8ancks7Bte+aEwffvfuJrYVV3nkB8qug4epqm9iXDdpf9csLSaUDYXlng6jQ1bnldIvPpyEiM7Nh+0qIYH+/HzaIH690DG7yksXDnfZ9+nQpEim9I/jlZV7mHN6v5P+YPx4UzH5pTVdHqqls5KiQlhw2xRunZ/FT15by58uGUlKdCj7K+v5w8XauaK70+IKJzPGsDinmKmD4onoZEPjoUmRfHHX2Sy54wzOHtq7WyR34Oi08IvzBnPHtMGcOiC+2yR36uREhJ+eM4jymkbGpEbx58tGtutzOXNkMn7iuWratfmOabPGdYMZLFpKiw2jvKaRqnYMZ+EN7HbD6rwyJmZ4ZyJ9+bgUJmbEcPNpGYxycVvM2adlUFReyydtDJlS12gjO7+MV1bm8cjH20iLDT3SSc0TosOCePXWyZwzpDe/+V8O976zkbjwIM4Zqm2RuzstwXOyjUUVFJXXcse0rlVJaS9O5W2mDevNk9eN49QBce1O3hMigjltYDzvbdjLL88f7PYfK9n55USFBtK/m81G8l1P2lqG9/H+0uUdBw5TUdvIpH5xng6lVQH+fiy4bYpbPn/ThiWSEh3Ki1/ncdaQ3mwtrmJjUQU5hRVsKKpgx/4qmqwBkWPDg/jLZaM8OlA9QGiQP/++cQL3vL2Rt9cWMuf0fk5vo6jcTxM8J/twYzEBfsJ5LmrjoZSnNA9g3FEXje7Dr9/ewMaiCkanRjs/sBPIzi9nXHr3GOC4pbSY5rHwajwyEHhHrcpztL+b5GXt71py12fA30+YdWpf/vLhVkb+fsmRZC4mLJBRqdGcMzSBUSlRjEqNpk9UiNd8NgP9/XjkqtHMHJnElAHemairjtEEz4kc1bP7mDIgzmWDVSrV3UwfmcR9/9vIonV73ZrgVdY1sv1AVYfGovQWabGOKdW6y1h4q3eXkhgZfCTunu66Sels33+Y3hHBVjIXRUp0qNckc20REaZp4YTP0ATPibYWV5FXUsPcM07ee0qpniIqNJAzB/fm/Q37+L8LhuHnpuqoDQUVGAPj+0a75XrOFBUaSERwQLdI8IwxrNpdysSMWK9PYNwlIiSQR64a4+kwVA+nlexO9NHGffgJnD9CfwEp1dJFY5Iprqwja0+Z266ZnV+GCIzpJlOUtSQipMaGdYvpygrLaimurPOq8e+UUh5K8EQkVkSWisgO6/m4rlciMlZEVorIJhHZICLXtNj3kojsFpF11mOsW99AG8amR/OTswcS38u7hglQytPOG55IaKA/i9YXue2aa/PLGJjQyyumzeqM9NjQblGC1zz+nSZ4SnkXT5Xg3QMsM8YMApZZ68eqAW4yxowAZgCPi0h0i/13GWPGWo91rg64Pc4ZmsgvdSYEpY4TFhTAucN68+HGYppsdpdfzxhDdkF5t5l/tjVpMWEUltVijHHL9Rptdl5Zmcfh+qYOnbc6r5So0EAG9/bugdiV6mk8leBdAsy3lucDlx57gDFmuzFmh7W8FzgAtH9iV6WUV7loTB9KqxtYsavE5dfKK6mhvKax241/11JabBi1jTYOHW7/tFdd8cGGffz23U38Y9mODp23Kq+UzL4xbmtbqZRqH08leInGmH3WcjFwwkZrIjIJCAJ2tdj8Z6vq9jERabNOVETmikiWiGQdPHiwy4ErpTrnrCEJRIQEsMgNgx6v3dM8wHE3LsGzeqS6a8qyBVkFAMxfmcf+yrp2nXOwqp7cg9VM1OpZpbyOyxI8EflERHJaeVzS8jjjqH9osw5CRJKBV4CbjTHNdTv3AkOBiUAscHdb5xtjnjXGZBpjMhMStABQKU8JDvBn+ogkluQUU99kc+m1sgvK6BUcwMDevVx6HVdqHguvsMz1CV5BaQ0rdpVw5YRUmmyGf366s13nZeV55/yzSikXJnjGmGnGmJGtPN4F9luJW3MCd6C11xCRSOAD4D5jzDctXnufcagHXgQmuep9KKWc5+Ixfaiqb+KLba4tTc/OL2dsWrTHZwjoitTmwY7dUIL31ppCRODO8wZz9cQ0Xl+VT37Jya+7Kq+UkEA/RqW4dvovpVTHeaqKdhEwy1qeBbx77AEiEgT8F3jZGLPwmH3NyaHgaL+X48pglVLOceqAOGLDg1xaTVvT0MTW4qpu3f4OHNNHJUQEk3uw2qXXsdkNC7MKmDoogT7RofzsnEH4+QmPL9t+0nNX55UyLi1Gp7VSygt56n/lg8B5IrIDmGatIyKZIvK8dczVwBnA7FaGQ/mPiGwENgLxwANujV4p1SkB/n5cMCqJZVsOUNPQsd6a7bWhsAKb3XT7BA9gcr9Yvth+EJvddT1pV+w6xN6KOq7OTAUgKSqEWVP68r/sInbsr2rzvKq6RjbvrdT2d0p5KY8keMaYEmPMucaYQVZVbqm1PcsYM8daftUYE9hiKJQjw6EYY84xxoyyqny/b4w57In3oZTquIvHpFDbaGPp5v0uef3s/HIAxqV13w4WzWaOTKakuuHIWHOusCCrkKjQQKYN+66v24/OGkhooD+PLm27FG9tfjl2493zzyrVk2m5ulLKrTL7xpAcFcKida6pps3OL6NffDgx4d1/PuizhiQQHODH4px9Jz+4E8prGliyqZhLx/YhJND/yPbY8CDmTO3PRznFbCgsb/XcVbtL8PcTnygpVcoXaYKnlHIrPz/hygmpfLrtAJv3Vjr1tY0xrM0vZ1w3nJ6sNeHBAZw5OIHFm4qxu6CadtH6vTQ02bkqM+24fXOm9iM6LJBHPm69FG/17jJG9okkPFinNFfKG2mCp5RyuzlT+xMZEsjDS7Y69XULy2o5dLiecX27f/Vss5mjkthfWU92QbnTX3tBVgHDkyMZ2Uov2IiQQH505gC+3H6Qb3OPHpy6vsnGusJynZ5MKS+mCZ5Syu2iQgP5ydkD+HzbQVY6cWaL5iTIV0rwwDEFYqC/OL2adtPeCnKKKo90rmjNTVMy6B0RzCMfbztqyrQNhRU0NNl1/DulvJgmeEopj7hpSgbJUSE8uHir0+ZbXbunjJBAP4Ym+c68qFGhgZw2MJ6PcoqdOi/tW1mFBPn7ccnYlDaPCQ3y5/ZzB7E6r4zPt383dmFzpw9N8JTyXprgKaU8IiTQn19MG8z6gnKWbCp2ymtmF5QzOjWaAH/f+mqbOTKJwrJaNjmpzWJ9k43/rSvivBGJJ+2Mck1mGmmxoTyyZNuRdoCrdpcyqHcvn+jIopSv8q1vQaVUt3L5+BQG9e7Fw0u20WSzn/yEE6hrtLF5bwXju/H8s205b3gS/n7CR06qpv1k8wHKaxq5upXOFccKCvDjF9MGs2lvJR/lFGOzG9buKdPx75TycprgKaU8JsDfj7umDyH3YDVvrSns0mtt2ltJo803Bjg+Vmx4EJP7xTqtmnZBVgHJUSGcPjC+XcdfMtaRiD+6dBub9lZQVd/EZE3wlPJqmuAppTzqvOGJTOgbw+OfbKe2wdbp18nOLwPwyQQPHNW0uQer2XGga+O67y2v5csdB7lyQmq75+r19xN+ef5gdh2s5nfvbgK0/Z1S3k4TPKWUR4kId88Yyv7Kel5akdfp18nOLyc1JpTeESHOC86LTB+RhAh8tLFr7RXfWVuIMXDlhLZ7z7Z1/VEpUawrKCclOpQ+0aFdikMp5Vqa4CmlPG5Sv1jOHdqbpz/fSXlNQ6deIzu/jHE+2P6uWe/IECakx3SpHZ7dbliQVcgp/WPpGxfeoXNFhLumDwHQ8e+U6gY0wVNKeYW7ZgzhcH0T//p8V4fPLa6oY29FnU+Nf9eaGSOT2FpcRd6h6k6dvyqvlPzSmnZ1rmjN1EHx/N8FQ5kztV+nzldKuY8meEoprzA0KZLLxqXw0oo89lXUdujc5vZ3431oBovWzBiZBMBHOZ2rpl2QVUCv4ABmjkzu1PkiwtwzBjCiz/EzXyilvItHEjwRiRWRpSKyw3pu9VtZRGwiss56LGqxvZ+IfCsiO0XkTRHRwZiU8gF3njcYY+DxpTs6dF52QTlBAX4MT450UWTeITUmjNGpUZ2a1aKqrpEPN+7jojF9CA3yd0F0Silv4qkSvHuAZcaYQcAya701tcaYsdbj4hbbHwIeM8YMBMqAW10brlLKHVJjwrhxSl/eWlPAjv1V7T5v7R7HxPdBAb5fKTFjZBLrCysoKu9YKef7G/ZR12g/4dRkSinf4alvw0uA+dbyfODS9p4oIgKcAyzszPlKKe/2k7MHEh4UwN+WbGvX8Q1NdjYW+eYAx61prl5d3MFq2gVZBQzq3YuxPt5OUSnl4KkEL9EY01zHUAwktnFciIhkicg3InKptS0OKDfGNFnrhUDbkykqpbqV2PAg5p7Rn48372fNnrKTHr+1uJL6JrtP96BtqV98OEOTIjpUTbtjfxXZ+eVcnZmG4zeyUsrXuSzBE5FPRCSnlcclLY8zjmHZ2xqava8xJhO4HnhcRAZ0Io65VpKYdfDgwZOfoJTyuFun9iO+VzAPfLCZ3IMnHth37R7fHuC4NTNGJpG1p4wDVXUnPXZ/ZR0/fHUNoYH+XDpOfwsr1VO4LMEzxkwzxoxs5fEusF9EkgGs5wNtvEaR9ZwLfA6MA0qAaBEJsA5LBYpOEMezxphMY0xmQkKC096fUsp1woICuHfmULLzyznn718w7dEveHjxVrLzy45MeN8su6CcxMhgkqN8c4Dj1swcmYwxsGTT/hMeV1Baw1X/XklxRR0v3jyRhIhgN0WolPI0T1XRLgJmWcuzgHePPUBEYkQk2FqOB04DNlslfp8BV57ofKVU93bFhFS+vucc7r9oOImRwTzzZS6XPb2CU/66jP/770Y+33aA+iYb2fnljE+P6VFVj4MTe9E/PvyE1bS7D1VzzTMrKa9p4NU5kzmlf5wbI1RKeVrAyQ9xiQeBBSJyK7AHuBpARDKBHxpj5gDDgGdExI4jEX3QGLPZOv9u4A0ReQDIBl5w9xtQSrleSnQos0/rx+zT+lFe08Bn2w6wdPN+/pddxGvf5tMrOIDD9U18/5R0T4fqViLCjJFJPPNlLmXVDcSEHz1S1LbiKm54/lvsxvD63FN03DqleiBxFIj1DJmZmSYrK8vTYSiluqiu0caKXYdYunk/6woqeOr6cfRP6OXpsNxqY2EFF/3zKx6+YjRXT/xuZoqcogpufOFbAv39eO0HkxnYO8KDUSqlukJE1lh9ETrMUyV4SinVaSGB/pwzNJFzhrbVAd/3jUyJJDUmlI9y9h1J8NbsKWX2vNVEhgby2g8md3i+WaWU7/D9UUGVUsoHiQgzRiTx1c5DVNY1smLnIW58YRVxvYJY8MMpmtwp1cNpgqeUUt3UzFFJNNoMf35/Cze/tJrUmFAW3DaFlOhQT4emlPIwTfCUUqqbGpcWQ2JkMG9mFTAosRdvzJ1C78ieM1yMUqpt2gZPKaW6KT8/4bYzBvBNbgl/u2oMUaGBng5JKeUlNMFTSqlu7JbT+3HL6f08HYZSystoFa1SSimllI/RBE8ppZRSysdogqeUUkop5WM0wVNKKaWU8jGa4CmllFJK+ZgeNRetiBwE9gDxwCEPh9OT6P12P73n7qX32730fruX3m/3a77nfY0xCZ15gR6V4DUTkazOTt6rOk7vt/vpPXcvvd/upffbvfR+u58z7rlW0SqllFJK+RhN8JRSSimlfExPTfCe9XQAPYzeb/fTe+5eer/dS++3e+n9dr8u3/Me2QZPKaWUUsqX9dQSPKWUUkopn+WzCZ6IxIrIUhHZYT3HtHHcLOuYHSIyq8X2IBF5VkS2i8hWEbnCfdF3P1293y32LxKRHNdH3L115X6LSJiIfGB9rjeJyIPujb77EJEZIrJNRHaKyD2t7A8WkTet/d+KSEaLffda27eJyHS3Bt6Ndfaei8h5IrJGRDZaz+e4PfhuqCufcWt/uogcFpFfuS3obqyL3ymjRWSl9b29UURCTngxY4xPPoCHgXus5XuAh1o5JhbItZ5jrOUYa98fgAesZT8g3tPvyZsfXb3f1v7LgdeAHE+/H29/dOV+A2HA2dYxQcByYKan35O3PQB/YBfQ37pP64HhxxzzY+Df1vK1wJvW8nDr+GCgn/U6/p5+T97+6OI9Hwf0sZZHAkWefj/e/ujK/W6xfyHwFvArT78fb3908fMdAGwAxljrcSf7TvHZEjzgEmC+tTwfuLSVY6YDS40xpcaYMmApMMPadwvwVwBjjN0Yo4M8nliX7reI9ALuBB5wfag+odP32xhTY4z5DMAY0wCsBVJdH3K3MwnYaYzJte7TGzjue0st/x0WAueKiFjb3zDG1BtjdgM7rddTJ9bpe26MyTbG7LW2bwJCRSTYLVF3X135jCMilwK7cdxvdXJdud/nAxuMMesBjDElxhjbiS7mywleojFmn7VcDCS2ckwKUNBivRBIEZFoa/1PIrJWRN4SkdbOV9/p9P22lv8E/B2ocVmEvqWr9xsA67N+EbDMBTF2dye9fy2PMcY0ARU4flm351x1vK7c85auANYaY+pdFKev6PT9tn6U342jtku1T1c+34MBIyJLrLzk1ye7WIBTQvYQEfkESGpl130tV4wxRkQ60l04AEeJxgpjzJ0icifwCHBjp4P1Aa663yIyFhhgjPnFse07ejIXfr6bXz8AeB140hiT27kolfIuIjICeAhHiYdynfuBx4wxh60CPeVaAcDpwEQcBSHLRGSNMabNH+fdOsEzxkxra5+I7BeRZGPMPhFJBg60clgRcFaL9VTgc6AExw18x9r+FnCrM2Luzlx4v6cAmSKSh+Mz2VtEPjfGnEUP5sL73exZYIcx5vGuR+uTioC0Fuup1rbWjim0EuYoHN8f7TlXHa8r9xwRSQX+C9xkjNnl+nC7va7c78nAlSLyMBAN2EWkzhjzT5dH3X115X4XAl82NxcTkQ+B8Zyg9sWXq2gXAc29NGcB77ZyzBLgfBGJsXohng8sMY4WjO/x3R/Hc4HNrg232+vK/f6XMaaPMSYDxy+U7T09uWuHTt9vABF5AMcXxx2uD7XbWg0MEpF+IhKEo8HzomOOafnvcCXwqfX9sQi41uoR1w8YBKxyU9zdWafvudXc4AMcnY++dlfA3Vyn77cxZqoxJsP63n4c+IsmdyfVle+UJcAocYyCEACcycnyEk/3KnHVA0ed9TJgB/AJEGttzwSeb3HcLTgaQO8Ebm6xvS/wJY5eK8uAdE+/J29+dPV+t9ifgfaiden9xvGr0QBbgHXWY46n35M3PoALgO04er7dZ237I3CxtRyCo4R/J44Ern+Lc++zztuG9lJ2+T0HfgNUt/hMrwN6e/r9ePujK5/xFq9xP9qL1uX3G/g+jg4tOcDDJ7uWzmShlFJKKeVjfLmKVimllFKqR9IETymllFLKx2iCp5RSSinlYzTBU0oppZTyMZrgKaWUUkr5GE3wlFJKKaV8jCZ4SqkeSUTiRGSd9SgWkSJr+bCIPO3E6zwuImecYP9PReQWZ11PKaUAHQdPKaVE5H7gsDHmESe/bhzwgTHmlBMcEwZ8bYwZ58xrK6V6Ni3BU0qpFkTkLBF531q+X0Tmi8hyEdkjIpeLyMMislFEFotIoHXcBBH5QkTWiMgSa35ggCuAxS1e+0ER2SwiG0TkEQBjTA2QJyKT3PxWlVI+TBM8pZQ6sQHAOcDFwKvAZ8aYUUAtcKGV5P0DuNIYMwGYB/zZOvc0YA0cKc27DBhhjBkNPNDiGlnAVDe8F6VUDxHg6QCUUsrLfWSMaRSRjYA/35XIbcQxd/IQYCSwVESwjtlnHZMMHLSWK4A64AWrhPD9Ftc4AAx14XtQSvUwmuAppdSJ1QMYY+wi0mi+a7hsx/EdKsAmY8yUVs6txTF5OMaYJqsa9lzgSuCnOEoGsY6pdd1bUEr1NFpFq5RSXbMNSBCRKQAiEigiI6x9W4CB1vZeQJQx5kPgF8CYFq8xGMhxX8hKKV+nCZ5SSnWBMaYBR4ncQyKyHlgHnGrt/gA4y1qOAN4XkQ3AV8CdLV7mNGCpO+JVSvUMPWqYlPj4eJORkeHpMJRSSimlTmrNmjWHjDEJnTm3R7XBy8jIICsry9NhKKWUUkqdlIjs6ey5WkWrlFJKKeVjNMFTSimllPIxmuAppZRSSvmYHtUGTynlWsYYKmubqKxrpK7RRm2jjdoGGzWNNuoarHVrW6Pt6A5ejjGCrWXr2U+EkCB/QgL8CA3yJyTA3/Ec6E9IoB+hgY71qNBAQgP9kZYvopRSPZgmeEqpk2q02SksqyW/tIaDVfUcOlxPyeF6Sg43cKi6gUNV9ZRUO9ab7J7pmR/oL0SFBhEVGkB0WBDRoYFEhQYSFRZIdGgQcb2CSIgIdjx6OZ5DAv09EqtSSrmaJnhKKQBqG2zkl9aQV1JNfon1bK3vLa/DdkziFhzgR3yvYOIjgkmOCmFkSiTxvYKJDQ8iMjSQsCB/RwlboD8h1nLztpAgfwL9/I6U2rUcrcnw3YrNbqhrtB8pDayzSv8cy47tNQ02KusaKa9ppKK2kYraBsprGimurGNrcRWVtY1U1Te1+p4jQgLo3Zz0RYSQGBFMcnQofaJCHM/RIcSHB+PnpyWDSqnuxaMJnojMAJ7AMXfj88aYB4/ZHwy8DEwASoBrjDF51r57gVsBG/AzY8wSN4auVLdWVt3Apr2V5OytIKeogk17K9l9qPqoY6LDAukbG8bYtBguHRtGemwYfePCSYwMJr5XMGFB7qkSjQjp+ms02uyUVjdwsKr+u8fh+qPWNxaWs7SyjrpG+1HnBvoLSVEhJEeFkmIlfWkxYaTFhpEWE0ZydAiB/tqcWSnlXTyW4ImIP/AUcB5QCKwWkUXGmM0tDrsVKDPGDBSRa4GHgGtEZDhwLTAC6AN8IiKDjTE2974LpbxfWXUD2QVl5BRVHknmisq/m/Y0JTqUkSmRXDo2hX4J4WTEhdE3NpyosEAPRu1cgf5+JEaGkBh54mzRGEN5TSNF5bXsq6hjX0WtY7ncsbxqdynFlUeXZvr7CUmRIaTFhpJuJX1psWH0jXMkxDFhgdo2UCnldp4swZsE7DTG5AKIyBvAJUDLBO8S4H5reSHwT3F8U14CvGGMqQd2i8hO6/VWuil2pbxWRW0jq3aXsmLXIVbuKmFrcRXg6MTQLy6c8X1juGlKX0amRDGiTyTRYUEejth7iAgx4UHEhAcxMiWq1WOabHb2VdRRUFpDQVkNBaW1FJTVUFhWy+fbDnKgqv6o4yNCAo4ke31jw8iICyc9zvHcO0Krf5VSruHJBC8FKGixXghMbusYY0yTiFQAcdb2b445N6W1i4jIXGAuQHp6ulMCV8qbHK5vYvXuUlbmlrByVwmb9lZgN442cpkZMfzyvMFM6hfLiJQoegVrs9uuCvD3c1TPxoa1ur+u0UZhWQ17SmrIK6khv6SavJIaNu+tZElO8VGdUEIC/ciICycjLpy+8WH0iwsnIz6cfvGO5E9L/pTyPJvdUFnraONbWdfc1reRqQMTvLqmw+e/7Y0xzwLPAmRmZvaciXeVTysorWHJpmKWbCpmbX45NrshyN+PsenR/OzcQUzpH8fY9GiCA7SXqLuFBPozsHcEA3tHHLevyWZnb3kde0qryTvkSPz2lFSz40AVy7buP2romNBAf/rGhdEv3pH0ZVilfv3iw0nQ5E+pDmtoslNe00B5bSNl1Y7n8hpHp6yymu+Wy2sbqKhtorK28YSdtP7741MZlx7j5nfRfp5M8IqAtBbrqda21o4pFJEAIApHZ4v2nKuUzzDGsG1/FUty9rN4UzFb9lUCMCw5kh+dOYApA+KY0DdGh/3wcgH+fqTHhZEeF8bUQUfPH26zG/aW15JX4kj+dh9y9GDeVlzF0s37jyr5Cw/yp29cOBnxjqQvI96q/tWSP9VDNI+5WVJdT0l1AyWHGyiraaC0uoGy6gZKa5qfHclcWXVDm4kaODpTRYcFERPmGF4pJTqEYckRjqGWQgOJDAk8shwV5ljvG9d6Kb638GSCtxoYJCL9cCRn1wLXH3PMImAWjrZ1VwKfGmOMiCwCXhORR3F0shgErHJb5Eq5gd1uyC4oP1JSt6ekBhGYkB7Dby4cxvnDk0j38i8Y1X7+fnKk6vfY5K+55G93SXPJn+N5y74qPt50dPIXGuhv9Xh2JHzpVru/vnFhJEeFEKA9fpWXqmlocoytebieQ4cbHGNtVjdY4246krdDh+sprXYstzXmZliQPzFhQcRa7Wn7xYUREx5EbFgQ0eGOJC46NIjosECiwwKJCQty26gA7uSxBM9qU/dTYAmOYVLmGWM2icgfgSxjzCLgBeAVqxNFKY4kEOu4BTg6ZDQBP9EetMpX5B2q5q01Bby9pojiyjoC/YUpA+KZe0Z/zhueSG9njBuiupWWJX9nDj4++Ssqr2WPVd3rqPatYfehaj7ffpCGpu+GfQnwE/pEW719Y0NJiw070vM3PTaMaO3xq5zIbjdU1DYeSdgcz/VHJXGHDn83SHpNQ+t/xnsFBxDXy5GwpcaEMiY1mtheQcSFB1nbg4kLd+yPDQ/SmgyLGNNzmqVlZmaarKwsT4eh1HFqGpr4aGMxb2YVsGp3KX4CZw3pzcVj+nD20N5EhXpvQ17lvex2w/6qOvIOOZK/5l6/+aU1FJTWUFLdcNTxvYIDSIkOJSUmtNXnhF7a67enq2+yOUrSqho4VF1vzWLjKG07dEzpW1ulbP5+Qmx4kGOg9F6OZ0eyFuyYccZ6jrO29+SETUTWGGMyO3Ouz3eyUMpbGeOogn0rq4D31u/jcH0TGXFh3DV9CFeMTyUpSkvqVNf4+QnJUaEkR4UyZUDccfur65soKKshv6SGgrJaCkodw70UldeSlVdKZd3RbZaC/P1Ijg4hOSqEpMgQEq3n5CjHGINJUSEk9ArWauBupL7JRll1IyXV9UeeS602bc0la80JXMnhttuxhQQ6ZraJ6xVMn6gQRqdEEWclb/ERwcSHBzmeewUTHRqoPxTcQBM8pdysoraRt7IKeHN1ATsOHCY00J8LRydzdWYaEzNitIpMuU14cABDkyIZmhTZ6v6qOsegz3vLaykqq6XQei6uqCNrTxkHKutpsB0984efQEJEML0jQo6UzjT/YY+3Smf0D73zGWOobrBRVt1ARW2j1TPU6ilq9Rgta+54cKQTQiOH20jY/P2EmLAg4ns5qkFHpUYTF+5Yjw0P/i55s559sQ1bd6cJnlJuUlBaw7yvd7NgdQHVDTbGp0fz4OWjuHB0MhEhWgWrvE9ESCBDkwLbTADtdkNZTQP7KurYX1lHcWUd+yvq2FdR55gK7nA9W/ZVcehwfZtVdVGhgUSHftfYPcp6jg4NJDrc8dwrJICI4AB6hQTQK/i7h6+UFNrshuqGJqrrHY/D9TZq6ps4XN9EdUMTh+uaqKyzhu2oa6Sytsl6bjxqe8thdo4VHuRPdMuOB/HhxIYHExseeNxzXHgwUZp8d3ua4CnlYusLynlueS4fbtyHnwgXj+nDnKn9Gd6n9T+aSnUXfn5itZsKbnPmDzi6sf3B5rZaVY6qwCOlTFaiuLW4irKathvctxQS6Eev4EB6BfsTEtj88HM8B3y3HBzgeA4K8MPfTwjwE/z9/KxnIcBfjmwXETBgcCRLxoCxnsGx3W4cnVuabIZGu+O5yWan0W5obLLTZDc02uzUNdqpa7JR32ijrtFObaONuiMPO3WNNqobmo6b/7gtwQF+RIYGEhkSQGRoINFhQaTHhR9ZP7p36He9RKNCA3VMzB5IEzylXMBuN3y69QDPLs9l1e5SIoID+MEZ/Zl9agbJUaGeDk8pt/Lz+24KuEGJxw8A3Zr6JhsVNY2U1zZSVWeVZtU7SrOqrOfqhqYj+2obbNQ32ahvtFNa3XBUElXXaKOuyU6TzU4bI2s4RaC/EODnR6C/EOhvJZeBfkclm9Ghgd9tD/QnPMifcKtEMjw4gLAg/yPLLZ8jQwM0SVMdogmeUk5U32TjnbVFPLc8l9yD1aREh/KbC4dxzcQ0rYZVqgOCA/zpHelP70jndjay2w02Y7DZDU12g81maLLbv1u3G0Qc8xI3V1CKgCA0NzETgUA/PwKsRK65JFDboClvogmeUk7QZLOzcE0hTy7bwd6KOkamRPLkdeO4YGSSz7QTUsoX+PkJfgg9eOQN1UNogqdUF9jthvc37uOxpdvZfaiasWnRPHzlGE4bGKe/5pVSSnmMJnhKdYIxhmVbDvDIx9vYWlzF0KQInr8pk3OH9dbETimllMdpgqdUB63YeYiHl2xjXUE5GXFhPHHtWC4a3UeHFFBKKeU1NMFTqp02FJbz4EdbWbGrhOSoEB68fBRXTEglUNvYKaWU8jKa4Cl1EiWH6/nbkm28mVVAbFgQv/vecK6fnN6j50dUSinl3TTBU6oNTTY7//k2n79/vI2aBhtzTu/Hz84dpMOdKKWU8nqa4CnVilW7S/nduzlsLa7i9IHx3H/xcAb2bt8ArUoppZSnaYKnVAv7K+v4y4dbeHfdXlKiQ/nXDeOZMTJJe8YqpZTqVjTBUwpoaLLz4te7eXLZDhrthp+dM5AfnTWQ0CBtZ6eUUqr70QRP9Xhr88v49cIN7DxwmGnDEvnd94aTHhfm6bCUUkqpTtMET/VYdY02Hl26neeX55IUGcK82ZmcMzTR02EppZRSXaYJnuqRsvJK+fXCDeQequb6yencO3Oo9o5VSinlMzTBUz1KbYONvy3ZxosrdpMSHcp/5kzmtIHxng5LKaWUcipN8FSP8W1uCXe/vYG8khpumtKXu2cMJTxY/wsopZTyPfrXTfm8moYmHl68jZdW5JEeG8brPziFKQPiPB2WUkop5TIeSfBEJBZ4E8gA8oCrjTFlrRw3C/iNtfqAMWa+tf1zIBmotfadb4w54NqoVXeUnV/Gz99YR35pDbNPzeDXM4YQFqS/a5RSSvk2T/2luwdYZox5UETusdbvbnmAlQT+HsgEDLBGRBa1SARvMMZkuTNo1X3Y7YZnvszl7x9vIzEyhDfnnsLk/lpqp5RSqmfwVIJ3CXCWtTwf+JxjEjxgOrDUGFMKICJLgRnA6+4JUXVXB6rq+OWC9SzfcYgLRyXzl8tHERWqPWSVUkr1HJ5K8BKNMfus5WKgtcHHUoCCFuuF1rZmL4qIDXgbR/WtcUmkqlv5YvtBfrlgHYfrm/jr5aO4dmKaTjOmlFKqx3FZgicinwBJrey6r+WKMcaISEeTsxuMMUUiEoEjwbsReLmNOOYCcwHS09M7eBnVXTQ02Xnk4208+2UuQxIjeP0HpzAoMcLTYSmllFIe4bIEzxgzra19IrJfRJKNMftEJBlorYNEEd9V4wKk4qjKxRhTZD1XichrwCTaSPCMMc8CzwJkZmZqKZ8P2lNSzc9ez2Z9YQU3TE7nt98bTkigziGrlFKq5/Lz0HUXAbOs5VnAu60cswQ4X0RiRCQGOB9YIiIBIhIPICKBwPeAHDfErLzQu+uKuPDJr9h9qJp/3TCeP182SpM7pZRSPZ6n2uA9CCwQkVuBPcDVACKSCfzQGDPHGFMqIn8CVlvn/NHaFo4j0QsE/IFPgOfc/xaUJzU02fnj+5t49Zt8JvSN4Ylrx5IaE+bpsJRSSimvID2pb0JmZqbJytKRVbq7A1V1/PjVtWTtKWPuGf359fQhBPh7qjBaKaWUcg0RWWOMyezMuTriq+pW1uaX8aNX11BZ28Q/rhvHRWP6eDokpZRSyutogqe6jTdW5fO7dzeRGBXM2z86leF9Ij0dklJKKeWVNMFTXq++ycYf3tvMa9/mM3VQPP+4bhzRYUGeDksppZTyWprgKa92oLKOH766hrX55fzorAH86vwh+PvpwMVKKaXUiWiCp7zWmj2l/OjVtRyub+Kp68dz4ehkT4eklFJKdQua4CmvtGB1Aff9byN9okN55dbJDEnSWSmUUkqp9tIET3kVu93wyMfbePrzXUwdFM8/rxtPVFigp8NSSimluhVN8JTXqGu08au31vP+hn1cPzmdP148Qse3U0oppTpBEzzlFUoO1zP3lTWs2VPG/10wlB9M7Y+IdqZQSimlOkMTPOVxuw4e5paXVlNcUce/bhjPzFHamUIppZTqCk3wlEd9m1vC3FfWEOAnvD73FManx3g6JKWUUqrb0wRPecz/sov49cINpMWG8uLsSaTHhXk6JKWUUsonaIKn3M4Yw5PLdvLYJ9s5pX8sz3w/U3vKKqWUUk6kCZ5yqyabnXve2cjCNYVcPj6FBy8fTVCA9pRVSimlnEkTPOU2dY02fvpaNp9s2c/Pzx3EHdMGaU9ZpZRSygU0wVNuUVnXyJz5WazOK+VPl4zgxikZng5JKaWU8lma4CmXO1hVz6x5q9i+v4onrh3HxWP6eDokpZRSyqdpgqdcqqC0hhtf+Jb9lfU8PyuTs4b09nRISimllM/TBE+5zLbiKm6a9y11jXZenTOZCX11jDullFLKHTTBUy6xZk8Zt7y0muAAPxbcNoUhSRGeDkkppZTqMTTBU073xfaD/PCVNSRGBvPKrZNJi9UBjJVSSil30gRPOdV76/dy54J1DOwdwcu3TCIhItjTISmllFI9jiZ4ymneyirg129vYGLfWJ6fnUlkiM5OoZRSSnmCR6YQEJFYEVkqIjus51Zb34vIYhEpF5H3j9neT0S+FZGdIvKmiAS5J3LVlte+zeeuhRs4fWA882+ZpMmdUkop5UGemiPqHmCZMWYQsMxab83fgBtb2f4Q8JgxZiBQBtzqkihVu7y8Mo//++9Gzh6SwHM3ZRIa5O/pkJRSSqkezVMJ3iXAfGt5PnBpawcZY5YBVS23iWNuq3OAhSc7X7neC1/t5nfvbmLasET+feMEQgI1uVNKKaU8zVMJXqIxZp+1XAwkduDcOKDcGNNkrRcCKW0dLCJzRSRLRLIOHjzYuWhVq575Yhd/en8zM0cm8fQN4wkO0OROKaWU8gYu62QhIp8ASa3suq/lijHGiIhxVRzGmGeBZwEyMzNddp2e5p+f7uCRj7dz0Zg+PHb1GAL8PfVbQSmllFLHclmCZ4yZ1tY+EdkvIsnGmH0ikgwc6MBLlwDRIhJgleKlAkVdDFe1kzGGxz7ZwZPLdnD5uBQevnK0JndKKaWUl/HUX+ZFwCxreRbwbntPNMYY4DPgys6crzrPGMPflmzjyWU7uDozlb9dpSV3SimllDfy1F/nB4HzRGQHMM1aR0QyReT55oNEZDnwFnCuiBSKyHRr193AnSKyE0ebvBfcGn0PZIzhLx9u4enPd3H95HQevHw0/n7i6bCUUkop1QqPDHRsjCkBzm1lexYwp8X61DbOzwUmuSxAdRRjDH/9aCvPLd/NrCl9uf/iETg6MyullFLKG2n9mjqpv3+8nWe/zOUmTe6UUkqpbkETPHVCTy7bwT8/28l1k9K4/yJN7pRSSqnuQBM81aZ/fb6LR5du54rxqfz50lH4aZs7pZRSqlvQBE+16vnluTy0eCsXj+nDw1eO1uROKaWU6kY0wVPHeWVlHg98sIWZI5N49Oox2ltWKaWU6mY0wVNHeWNVPr99dxPThvXmiWvH6Th3SimlVDekf73VEW+vKeTe/27kzMEJPHXDeIIC9OOhlFJKdUf6F1wB8N76vdy1cD2nDojjmRsnEBzg7+mQlFJKKdVJmuAplmwq5o4315GZEcvzN00kJFCTO6WUUqo70wSvh/tqxyFufy2b0alRzJs9kdAgTe6UUkqp7k4TvB5sbX4Zc1/Jon9COC/NnkSvYI/MXKeUUkopJ9MEr4faWlzJzS+uJiEimJdvmURUWKCnQ1JKKaWUk2iC1wPtKanmxhdWERLox6u3TqZ3ZIinQ1JKKaWUE2mdXA+zv7KO77/wLY02Owtum0JabJinQ1JKKaWUk2kJXg9SVt3AjS98S+nhBubfPInBiRGeDkkppZRSLqAleD3E4fomZr+0mrySGl66eSJj0qI9HZJSSimlXERL8HqAukYbc1/OIqeogqeuH8+pA+I9HZJSSimlXEgTPB/XZLPzs9ezWbGrhEeuGs15wxM9HZJSSimlXEwTPB9mjOHutzfy8eb9/OHiEVw2LtXTISmllFLKDTTB82EPLd7G22sLuWPaIGadmuHpcJRSSinlJprg+ah5X+3m31/s4obJ6fz83EGeDkcppZRSbqQJng9atH4vf3x/MzNGJPHHS0YiIp4OSSmllFJu5JEET0RiRWSpiOywnmPaOG6xiJSLyPvHbH9JRHaLyDrrMdYtgXcDX+04xC8XrGNSv1gev3Ys/n6a3CmllFI9jadK8O4BlhljBgHLrPXW/A24sY19dxljxlqPdS6IsdvJKargtleyGJDQi+duyiQk0N/TISmllFLKAzyV4F0CzLeW5wOXtnaQMWYZUOWmmLq1PSXVzH5xFdFhQcy/ZRJRoYGeDkkppZRSHuKpBC/RGLPPWi4GOjM4259FZIOIPCYiwU6Mrds5WFXPTfNWYbMb5t8yicTIEE+HpJRSSikPctlUZSLyCZDUyq77Wq4YY4yImA6+/L04EsMg4FngbuCPbcQxF5gLkJ6e3sHLeL/D9U3c/NIq9lfW8doPTmFg716eDkkppZRSHuayBM8YM62tfSKyX0SSjTH7RCQZONDB124u/asXkReBX53g2GdxJIFkZmZ2NJH0ag1Ndn74yhq27KviuZsmMD691b4qSimllOphPFVFuwiYZS3PAt7tyMlWUog4xv+4FMhxZnDdgd1uuGvher7aeYgHLx/FOUN1CjKllFJKOXgqwXsQOE9EdgDTrHVEJFNEnm8+SESWA28B54pIoYhMt3b9R0Q2AhuBeOABt0bvBR5aspV31+3lrulDuCozzdPhKKWUUsqLuKyK9kSMMSXAua1szwLmtFif2sb557guOu/38so8nvkil++fks6Pzxrg6XCUUkop5WV0JotuZunm/dy/aBPnDu3N/ReN0FkqlFJKKXUcTfC6kez8Mm5/fS2jUqL4x/XjCPDXfz6llFJKHU8zhG5iT0k1c+ZnkRARzPOzJhIW5JHadaWUUkp1A5rgdQOl1Q3MfnE1NmN46eZJJET06HGdlVJKKXUSWgzk5eoabcyZv5qi8lpemzOZAQk6kLFSSimlTkxL8LyYzW644411ZBeU88Q1Y8nMiPV0SEoppZTqBjTB82IPfLCZxZuK+e2Fw5k5KtnT4SillFKqm9AEz0s9vzyXF7/O49bT+3HL6f08HY5SSimluhFN8LzQRxv38ecPt3DBqCTuu2CYp8NRSimlVDejCZ6Xyc4v44431zEuLZpHrx6Ln58OZKyUUkqpjtEEz4sUlNYwZ34WiZEhPHdTJiGB/p4OSSmllFLdkCZ4XqKippHZL66iyW548eaJxPXSse6UUkop1Tma4HmBhiY7P3x1DfmlNTxz4wQd604ppZRSXaIDHXuYMYZ739nIytwSHrtmDKf0j/N0SEoppZTq5rQEz8P+8elO3l5byC+mDeaycameDkcppZRSPkATPA/6X3YRjy7dzhXjU/nZuQM9HY5SSimlfIQmeB7ybW4Jv164gSn94/jr5aMQ0eFQlFJKKeUcmuB5QO7Bw9z26hrSYkP59/cnEBSg/wxKKaWUch7NLNystLqBm19ajb8IL86eRFRYoKdDUkoppZSP0V60blTXaGPuy1kUV9Tx+txTSI8L83RISimllPJBmuC5iTGGu9/eQNaeMp6+YTzj02M8HZJSSimlfJRW0brJE8t28O66vfx6xhAuGJXs6XCUUkop5cM0wXOD/2UX8fgnO7hqQio/OnOAp8NRSimllI/zSIInIrEislREdljPx9VXishYEVkpIptEZIOIXNNiXz8R+VZEdorImyIS5N530H6r80r59cINnNI/lj9fpsOhKKWUUsr1PFWCdw+wzBgzCFhmrR+rBrjJGDMCmAE8LiLR1r6HgMeMMQOBMuBW14fccXtKqpn7chapMTocilJKKaXcx1MZxyXAfGt5PnDpsQcYY7YbY3ZYy3uBA0CCOIrAzgEWnuh8T6uoaeTml1YDMG/2RKLDvLaQUSmllFI+xlMJXqIxZp+1XAwknuhgEZkEBAG7gDig3BjTZO0uBFJOcO5cEckSkayDBw92PfJ2aGiy88NX11BYWsszN2aSER/ulusqpZRSSoELh0kRkU+ApFZ23ddyxRhjRMSc4HWSgVeAWcYYe0fbsBljngWeBcjMzGzzOs5ijOE3/9vIytwSHrtmDJP6xbr6kkoppZRSR3FZgmeMmdbWPhHZLyLJxph9VgJ3oI3jIoEPgPuMMd9Ym0uAaBEJsErxUoEiJ4ffaf/6YhcLsgr52bmDuGxcqqfDUUoppVQP5Kkq2kXALGt5FvDusQdYPWP/C7xsjGlub4cxxgCfAVee6HxP+HDjPh5evI2Lx/ThF9MGeTocpZRSSvVQnkrwHgTOE5EdwDRrHRHJFJHnrWOuBs4AZovIOusx1tp3N3CniOzE0SbvBbdG34Z9FXVMzIjh4StH63AoSimllPIYcRSI9QyZmZkmKyvLpddostkJ8NfhUJRSSinVNSKyxhiT2ZlzNRNxMk3ulFJKKeVpmo0opZRSSvkYTfCUUkoppXyMJnhKKaWUUj5GEzyllFJKKR/To3rRishBYA8QDxzycDg9id5v99N77l56v91L77d76f12v+Z73tcYk9CZF+hRCV4zEcnqbLdj1XF6v91P77l76f12L73f7qX32/2ccc+1ilYppZRSysdogqeUUkop5WN6aoL3rKcD6GH0fruf3nP30vvtXnq/3Uvvt/t1+Z73yDZ4SimllFK+rKeW4CmllFJK+SyfTfBEJFZElorIDus5po3jZlnH7BCRWS22B4nIsyKyXUS2isgV7ou+++nq/W6xf5GI5Lg+4u6tK/dbRMJE5APrc71JRB50b/Tdh4jMEJFtIrJTRO5pZX+wiLxp7f9WRDJa7LvX2r5NRKa7NfBurLP3XETOE5E1IrLRej7H7cF3Q135jFv700XksIj8ym1Bd2Nd/E4ZLSIrre/tjSIScsKLGWN88gE8DNxjLd8DPNTKMbFArvUcYy3HWPv+ADxgLfsB8Z5+T9786Or9tvZfDrwG5Hj6/Xj7oyv3GwgDzraOCQKWAzM9/Z687QH4A7uA/tZ9Wg8MP+aYHwP/tpavBd60lodbxwcD/azX8ff0e/L2Rxfv+Tigj7U8Eijy9Pvx9kdX7neL/QuBt4Bfefr9ePuji5/vAGADMMZajzvZd4rPluABlwDzreX5wKWtHDMdWGqMKTXGlAFLgRnWvluAvwIYY+zGGB3k8cS6dL9FpBdwJ/CA60P1CZ2+38aYGmPMZwDGmAZgLZDq+pC7nUnATmNMrnWf3sBx31tq+e+wEDhXRMTa/oYxpt4YsxvYab2eOrFO33NjTLYxZq+1fRMQKiLBbom6++rKZxwRuRTYjeN+q5Pryv0+H9hgjFkPYIwpMcbYTnQxX07wEo0x+6zlYiCxlWNSgIIW64VAiohEW+t/EpG1IvKWiLR2vvpOp++3tfwn4O9Ajcsi9C1dvd8AWJ/1i4BlLoixuzvp/Wt5jDGmCajA8cu6Peeq43Xlnrd0BbDWGFPvojh9Rafvt/Wj/G4ctV2qfbry+R4MGBFZYuUlvz7ZxQKcErKHiMgnQFIru+5ruWKMMSLSke7CAThKNFYYY+4UkTuBR4AbOx2sD3DV/RaRscAAY8wvjm3f0ZO58PPd/PoBwOvAk8aY3M5FqZR3EZERwEM4SjyU69wPPGaMOWwV6CnXCgBOBybiKAhZJiJrjDFt/jjv1gmeMWZaW/tEZL+IJBtj9olIMnCglcOKgLNarKcCnwMlOG7gO9b2t4BbnRFzd+bC+z0FyBSRPByfyd4i8rkx5ix6MBfe72bPAjuMMY93PVqfVASktVhPtba1dkyhlTBH4fj+aM+56nhdueeISCrwX+AmY8wu14fb7XXlfk8GrhSRh4FowC4idcaYf7o86u6rK/e7EPiyubmYiHwIjOcEtS++XEW7CGjupTkLeLeVY5YA54tIjNUL8XxgiXG0YHyP7/44ngtsdm243V5X7ve/jDF9jDEZOH6hbO/pyV07dPp+A4jIAzi+OO5wfajd1mpgkIj0E5EgHA2eFx1zTMt/hyuBT63vj0XAtVaPuH7AIGCVm+Luzjp9z63mBh/g6Hz0tbsC7uY6fb+NMVONMRnW9/bjwF80uTuprnynLAFGiWMUhADgTE6Wl3i6V4mrHjjqrJcBO4BPgFhreybwfIvjbsHRAHoncHOL7X2BL3H0WlkGpHv6PXnzo6v3u8X+DLQXrUvvN45fjQbYAqyzHnM8/Z688QFcAGzH0fPtPmvbH4GLreUQHCX8O3EkcP1bnHufdd42tJeyy+858BugusVneh3Q29Pvx9sfXfmMt3iN+9FetC6/38D3cXRoyQEePtm1dCYLpZRSSikf48tVtEoppZRSPZImeEoppZRSPkYTPKWUUkopH6MJnlJKKaWUj9EETymllFLKx2iCp5RSSinlYzTBU0oppZTyMZrgKaWUUkr5mP8HkhzjopKSc0wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f1 = lowpass_filter(rick_noise, 10, 500)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #无噪声数据频谱\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax0.plot(t, rick_noise)\n",
    " \n",
    "ax1 = plt.subplot(212)             #含噪声数据频谱\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax1.plot(t,f1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f91106c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a1 = fft_spectrum(f1, 500)\n",
    "b1 = fft_spectrum(rick_noise, 500)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #滤波数据频谱\n",
    "ax0.set_xlabel(\"Freq(Hz)\")\n",
    "ax0.set_ylabel(\"Power\")\n",
    "ax0.plot(a1[0],a1[1])\n",
    " \n",
    "ax1 = plt.subplot(212)             #噪声数据频谱\n",
    "ax1.set_xlabel(\"Freq(Hz)\")\n",
    "ax1.set_ylabel(\"Power\")\n",
    "ax1.plot(b1[0],b1[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45ee5093",
   "metadata": {},
   "source": [
    "### 2.2 带通滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2454dca1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 巴沃斯带通滤波器\n",
    "def butter_bandpass(lowcut, highcut, sample_rate, order=4):\n",
    "    # 设置滤波器参数\n",
    "    rate = sample_rate * 0.5\n",
    "    low = lowcut / rate\n",
    "    high = highcut / rate\n",
    "    b, a = signal.butter(order, [low, high], btype='bandpass', analog=False)\n",
    "    return b, a\n",
    "\n",
    "def bandpass_filter(noise_data, lowcut, highcut, sample_rate, order=4):\n",
    "    \"\"\"\n",
    "    带通滤波器\n",
    "    :param noise_data: 含噪声数据\n",
    "    :param lowcut: 带通滤波的最小值\n",
    "    :param higtcut: 带通滤波的最大值\n",
    "    :param sample_rate: 数据采样率\n",
    "    :param order: 滤波器阶数，默认为4\n",
    "    :return: 滤波后的数据\n",
    "    \"\"\"\n",
    "    b, a = butter_bandpass(lowcut, highcut, sample_rate, order=order)\n",
    "    clear_data = signal.filtfilt(b, a, noise_data)\n",
    "    return clear_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d3d558da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f2 = bandpass_filter(rick_noise, 5,20, 500)\n",
    "b2 = fft_spectrum(f2, 500)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #无噪声数据频谱\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax0.plot(t,f2)\n",
    " \n",
    "ax1 = plt.subplot(212)             #含噪声数据频谱\n",
    "ax1.set_xlabel(\"Freq(Hz)\")\n",
    "ax1.set_ylabel(\"Power\")\n",
    "ax1.plot(b2[0],b2[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f1f0ba6",
   "metadata": {},
   "source": [
    "### 2.3 高通滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "08451ec8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 巴沃斯高通滤波器\n",
    "def butter_highpass(cutup, sample_rate, order=4):\n",
    "    # 设置滤波器参数\n",
    "    rate = sample_rate * 0.5\n",
    "    normal_cutup = cutup / rate\n",
    "    b, a = signal.butter(order, normal_cutup, btype='high', analog=False)\n",
    "    return b, a\n",
    "\n",
    "def highpass_filter(noise_data, cutup, sample_rate, order=4):\n",
    "    \"\"\"\n",
    "    低通滤波器\n",
    "    :param noise_data: 含噪声数据\n",
    "    :param cutoff: 低通滤波的最大值\n",
    "    :param sample_rate: 数据采样率\n",
    "    :param order: 滤波器阶数，默认为4\n",
    "    :return: 滤波后的数据\n",
    "    \"\"\"\n",
    "    b, a = butter_highpass(cutup, sample_rate, order=order)\n",
    "    clear_data = signal.filtfilt(b, a, noise_data)\n",
    "    return clear_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8244220e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f3 = highpass_filter(rick_noise, 50, 500)\n",
    "b3 = fft_spectrum(f3, 500)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #无噪声数据频谱\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax0.plot(t,f3)\n",
    " \n",
    "ax1 = plt.subplot(212)             #含噪声数据频谱\n",
    "ax1.set_xlabel(\"Freq(Hz)\")\n",
    "ax1.set_ylabel(\"Power\")\n",
    "ax1.plot(b3[0],b3[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09bde4b4",
   "metadata": {},
   "source": [
    "## 3.一维信号中值滤波"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "165fd089",
   "metadata": {},
   "source": [
    "中值滤波能有效抑制噪声，通过把数字图像中一点的值用该点周围的各点值的中位数来代替，平滑数据，以消除噪声。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76e4df40",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 一维信号的中值滤波器\n",
    "# python的中值滤波函数对数组的维数要求严格，打个比方你用维数为（200，1）的数组当输入，不行！\n",
    "# 必须改成（200，)才会给你滤波。\n",
    "def mide_filter(x,kernel_size=5):\n",
    "    \"\"\"\n",
    "    中值滤波器\n",
    "    :param x: 一维信号\n",
    "    :param kernel_size: 滤波器窗口，默认为5\n",
    "    :return: 中值滤波后的数据\n",
    "    \"\"\"\n",
    "    x1 = x.reshape(x.size)\n",
    "    y = signal.medfilt(x1, kernel_size=kernel_size)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "162011f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m1 = mide_filter(rick_noise)\n",
    "plt.figure(figsize=(10,6))\n",
    "ax0 = plt.subplot(211)             #画时域信号\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax0.plot(t, rick_noise)\n",
    " \n",
    "ax1 = plt.subplot(212)             #画频域信号\n",
    "ax0.set_xlabel(\"Time(s)\")\n",
    "ax0.set_ylabel(\"Amp(μV)\")\n",
    "ax1.plot(t, m1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6231a146",
   "metadata": {},
   "source": [
    "## 4.f-k变换"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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ZLjZru3nsjeaOCXvDCDBTAhU7XbVa2ceLzk7BD9Wkt+n89U1J2BdDQ3KY0jEL3Y7AKtWgVhsIPOaRf+ONN+QZEF7FOnNiIxpXXXXVWgKf8BbEKMJV09JL1hzj7dq1k23MNMT/PGFPyA0innxHGsJEQ2UQMCrsEVGlmJzCnlAZZsrhXuKF56vHpLex9OrVK5ypNjqdJWJ6ZDT/fTnCXuG3K7Rc85yLocK+U6dOyeGHHy6fdeF3AaBDhw6yzhSayoUXXihp8847b0gpH51ylTqJ69TwMGbWYpYhfmOAEJ/33nuvYEjWR9g3ZiiOCntm5IlnycHIYns6VCcW6ohtwiaLofvnhdrwnIptt1Aco1qwUBzDCBQLGSiXyTEgtjHQ+6CrWmd8mVIg9ITZU5htBvjPOqEuvuGXWUg0zIPBkczIQmiWhkAQckFavBDuEfPSSy/J7EVenNea+UbRn+/n/ITccG4GOIMXiBL6QYhIz549ZR0qyb+E5BCao8THcp8MPFUaolwohDlxL/GiIS2rrbbaRNtY4oHCMZrO+/BiXj5XygEHHOA22WQT+azPvBTeGJAwvVIzMTUkhIgxCPX2228vzKJECOGDDz4oz8+LWpmJB/bff3/nDQ/53BQ59dRTaw3y5voZyJ6e8SfOd5TBxprNxzCqDRP2hhFAbAGzN2hsbbwwGwkw+0R6G3GgxALT+BCzzgwNzZlyRU610qNHDxGMCHLENzBTDXHOxGUrxNi3aNFCPqvAZpYbRGq8zBZN80dMPbObcN7rr78+N0YfGCehcc46TSTx4HH8s8aHjxkzRv7nMXr06MJMNUzDiaDSGOQTTzxR0uHkk0+W+HDd1rdv37ClacCYBYQh94DAZlrLNDzv+LkyRShTUTLmgRl7EJEa2484pkx37dpV1mMQzEyvyjE6PoHZfZjiNo55bwyY9YY8yDSPzPbD+AuuhxmKgHTyHzDTDzNzYWwwu0tdYRwHYxDi/MXCWIuGAmHfr18/N3jwYFknjy2zzDIyXonnqmh9PPvss1dkqPzxxx9iTBvGlIoJe8PwMPhMBQyDEW+++WZZmOOdaeb4/Ndff8l2prXT7bowjR+NLtMJrrHGGjJ9XNagQKNpg3hjoCADK4HpKRn0x3zoCBzE1Y8//ijbSoFHnAGOzKueBlFfTIBpj0nsWVdjSwfBMpD7pptuquV5Lxd6CeIehSuvvDJsqZn2L96mhk1T6Y1CaGNMM6Cdd4IHnfejCwYMMDBe0/BuI/iY0pVpK5laUz3A008/vQwaP/TQQ2Vdue2226Qs86ziqS75PYL0vo2B9tAg3pludY899pBpJrkupp9UhgwZIoOwgd/VYLrGukJPQGyEKg3ZO0EZAu0RA01jKktFPfZMoVoJ1LuUi3QdfdJJJ8l2DKD0Npas3wQxjGZJCMkxjCkaL8QL8Zw6reVKK61USIuXeNpL4jGJjeazTo+pS2NP71Yfyo2xz9terTBdYjpWnvETvF9ifIkRh4cffli2EXftha8sq6++uqQxyDG97oWlHJcFMe3sF8fYE/tNmjcUQ8qE/bgeOPvss2WdhVj8MWPGSHoe3gCQOHIWbxiE1BqKxdgzCLF///5hrTgaY0+cuz4X7p+0rOkuQQcop6e7zGPbbbdNvLAPa0niBbvE4hPXzi9FUyZfeumlpGfPnhJnr7H6p5xySuEeibPOG9Ss8M51f+LXNRafwbPghWdhO4NiGbzMlKOsMxBTf4mVKUx1P91WzvSUOsVmPM3l7bffLtfBYF1v6ElcuQ7cX3bZZcNelTMpY+wZ5OyNrcQbIIVY+3g//VXYZZZZRtZL/eKswvn1HIy70DpaF54Z2/hl2vS2eDv5xzCaMybsDcNDA3PttddKI/L2229LGg2zzlUdL/xcucKAytGjR8vnRx99tLAPg9z+/fdfSW9qMIhshRVWkOvM+xn/KVXYAzOOMAsOggxRmzXbjAp7FgawImB1Np2shfnv88gS9gyenXnmmSVPKj///LN8jxqMKuzZD2F07LHHyiBRBHwezMSTRTFhDxg0nD9tEKRRYZ+1NJSwLwYDMRFo119/fUiZgM53z7zzzA9fCgbEci6MCIS4Dp7lPhCCOmCeBUMhXmfBMcB+ahDEC7PwFJvXnsGx88wzj+yb/l0MFfxbb711cswxxxTOOWTIkLBH5dRV2N9xxx1yj8wwlIUKdp5NnPeYZIB08jDEwp6ZaoYNGyYOFNZV6Jfisssuk/0ZTJ71WyJcN9tt8KxR7ZiwN4wMEPo6mwUNDN6/YtNdQuwxoqFqqsTCXoU73mj1sLKo92pKFPblEAv7b7/9VtLq8gNVoMIega7PH483gil+Jyx4pdWQYLseR7peD+tvvfVWOHsNGAVMjYmhgvca0dq7d29Zx7uNSNTjEcBsZxvLIYccUtjGdRUTWsVmxUHoZtGQwh64fs6J0Q3//PNPcthhhxXuIf4xqUpQYX/CCScUegHihR+80u9gwSOdtR8LP35VDH5AjnPstddeIWUCzFIVTwfKwjMuhxdffHGiPMWiM+pgXF533XWFd8/sT6zTu6HfxRSUzGwTp7Fk1Ytdu3aVbfQqxDDVZJye9tjffffd8pme1HJRYZ8n3EvNiqPGLfV9ucaEYTRFLMbeMFJorDyDvBgoSUwvgx1LoTGxvnGU2NzGhkGaxPITM1oJDJrkGmOInyZW14sOWXSGjUrjW5sLDHZmgGw5MEsMMbgaa89ASoXZWIjDb2j0B6KIpdd3Qiw936eDuGNI1x9Wy5pFhlluiKMnXzIokR8E4pynn3663Ff//v3Dns7deeedMpiUfVniHwjiPKV+CCsNg4fPO+88+c5JAT9ExMBSniHPj4HBDFIG4uM33nhj+VxXvPDLnL1HY9vZzo9Y/fnnnxLvnbUvP36VB/UPMfPE/utYjxhmqWK2KoX9+L5y4LyU8zQaQz9q1KhCfmMhrzBw9eqrr5btQH3DNsYcxWVB678YHReSHp+hMfVcC9+pML6JGH+Ntdf9KqGuY0H0Wqebbjr5oUHDaLYEgW8YUzz89DueIu06x1PpG52wdeIfqKI7n25b0uKFGNo0dOUTZ42nF08Yc4MTbsFn0mPvmTckJP3II48s7B8vhBnQZa7fx2dibcsFDzFeK45Nh+J4ASbp3OvJJ58cUicvxOSmn0F9Fu1yZyHsBo+uQkgB70BDkXTheTBnuBc0yeuvv17rB3vSHvs999xT1gHPX79+/cJaNlmhODErr7yybE97PTUUR2Pu60OpUJxy0Xnq43nlS9HQHnvwRttEITCU5/qgHnuNsY9hTn089Gzv1q1bIZSG3psPPvgg7FUayrHGzNMDkCbeHi/kHeqFcmL304wfP77gfec8vL8Y/f0EPPXUW9xbOTD2gZ4AQtQ0vl5RDz31J+cjdIYeKHoOOW6ppZaScSOVoDH59DJkUcpjr9tZ+vTpE1INo/lhwt4wPDQ8q622mlTqNGTEeaZj5LNCcejuT8fhc2waGty11lqr1n4NueTFuGYRC3u6/GO4TsRvuiGenCAW0/fbkEs8EJNf2Y23EaJy8803T/Q8CMfQfdLCnh+wgnHjxokoJ+Z3l112yY19LyXs+/btK9s5z8svvxxSEzEYSG9Kwr4uTCphv99++1VkcKTJE/Y4BNQQjAfNkm9IIyY/HiuRB+fRmHl+ZVjPoxCCo+KVhfFADz30UC3nAgOjK421j/MyCz8YFsMYIsSy1hnzzz+/DOoePHhw2CMbrpf9DzzwwJAyARX2hOSk4bxs4xmUSxyT/9FHH4XU2pQS9jw3trOYsDeaMybsjSmaJ554ojCQiwFteKvwEGeRJewBL1rr1q1FmBGL39RB3GgD1lxi6D/77DN5N/FCbHg6LW8hrpp3k7UND6HCs+EXPRFveObzSIuhcpa8OOhSwp5Bh3gviZ1/4IEHCj0P9CxwXEMI+xEjRsj5OR8DJbOgZ0Pj7Q8++ODcclIpDSXsuYcHH3yw4DlndqOddtopWW+99WRdFwbP8uww6PRZ6hJ7vPFk6zgEFgQ6x8fC/oUXXigY9gy4Jp8qseBnQfRznrRgV9So7Ny5c0ipqVteeeUVmQmIbYjSgw46qNYAVoRwLPhZyEt44Yt9H4KdXkE9hvETGHh5cB4G2aqAxnDCg591fq5bZyjK8vDTE8oMP1nQU8j51UGCg4XP9IpkwXZ9zhjXeaSFPQZ5/H4ZHM52FhP2RnPGhL0xRUN3t4bElJrFJk/YQzw7TlMnFvZ5s+IYxdFQHLy4GBgqDootWbPrQClhD4htei4QX/rudCkm7JnFhoG1zJbDoFsG0CJgMGgQt6SzPQ7voJeB/dTwYT/CJNq0aVPrexmQ2hDUV9iThzt06FDw0KtwRxADBgnPPx5Am7dccMEFcgyMHTu2MANNvKiwp97QOgGvdBy2pyBwdQpMXRhEHHvwMQAwsBGcGH8IZcL8unfvXkuw48HO80bzPQxyjb9Hl6yBuohtnBFsR6hXEmKDGNbBtiwMWk3D/bGtnJ6KNNwz02HyXAADgHPRU0CoThr18HOMTp+ZRVrY84zbt28vafFCz1ilvR6G0ZQwYW8YZUIjTjd11lRqzQkaOGYvQeiU25gbtdl///1FBOA9rS8q7FdZZZWQUhwMCTz4KkSywhkUFfYq0llU2BO2gbDnM6FCKvxV8JOOiEXUs64CX9fj+dXrgwp7hGw5YCAxY9W+++4rx+GZ55rWX3996YErBYYAIWixobLiiivmluuBAwcWBDwLIXt45/leylEpEYhAxWhRw4PrjsU2RgHnYayNeuZZMABI5z2UO3c85Zn3iqf8mWeeCakTwABQLz09EEzDSlqlMM2leu7ToTsaW68hOPR8xYZAell++eUz0/MWfuNBYfwCQp1eNqY6LUZeKA4zSMUGHHPgG0ZzZir+hHG0hmEUgZ/39w2m/PqjMWXjRYT8BP5SSy2V+UudlcC5Tj75ZPllTGZhKgd+SZWf5feiWI5r0aJF2NL8OOWUU2S2ofbt2zsvlkNqPl4Uu4cfflg+b7HFFvIOVl55ZVmvhPHjxzsv6uQz75Dz5MHMQPwSKsd4oS+zRW2//fYVfS+/4sssPdwnM68oY8aMcfPMM4/7999/5dd01157bZlhxxsbtfYrF87jDQG39NJLh5QamIGG2b2Y2YgZv5ghiFlo6gq/gMs5vIB3t9xyS0h17r///nNvvvlm4fq9YeOOOeaYsLX+HH300YVZfJjtiOtgxiVvfElaHn/99Zccu+qqqxZ+TVkZO3asXC+zGD311FNuhRVWCFsMo/lhwt4wDMMwqhymqXzmmWfKnhrTMIzmiQl7wzAMwzAMw6gC7AeqDMMwDMMwDKMKMGFvGIZhGIZhGFWACXvDMAzDMAzDqAJM2BuGYRiGYRhGFWDC3jAMwzAMwzCqABP2hmEYhmEYhlEFmLA3DMMwDMMwjCrAhL1hGIZhGIZhVAEm7A3DMAzDMAyjCjBhbxiGYRiGYRhVgAl7wzAMwzAMw6gCTNgbhmEYhmEYRhVgwt4wDMMwDMMwqgAT9oZhGIZhGIZRBZiwNwzDMAzDMIwqwIS9YRiGYRiGYVQBJuwNwzAMwzAMowowYW8YhmEYhmEYVYAJe8MwDMMwDMOoAkzYG4ZhGIZhGEYVYMLeMAzDMAzDMKoAE/aGYRiGYRiGUQWYsDcMwzAMwzCMKsCEvWEYhmEYhmFUASbsDcMwDMMwDKMKMGFvGIZhGIZhGFWACXvDMAzDMAzDqAJM2BuGYRiGYRhGFWDC3jAMwzAMwzCqABP2hmEYhmEYhlEFmLA3DMMwDMMwjCrAhL1hGIZhGIZhVAEm7A3DMAzDMAyjCjBhbxiGYRiGYRhVgAl7wzAMwzAMw6gCTNgbhmEYhmEYRhVgwt4wDMMwDMMwqgAT9oZhGIZhGIZRBZiwNwzDMAzDMIwqwIS9YRiGYRiGYVQBJuwbgCOOOMI9/vjjLkmSkNI8+eqrr9zIkSPDWg0ffvih++6778JaZYwaNcq9/vrr7r///gspjcubb77pxo4dG9ZKM3z4cPfZZ5+FtcaD5/Dbb7+FNcMwDMMwjMbBhH09eeyxx9z111/vjjvuOPfvv/+G1MpAXLZt29Z17do1pEweunXr5tZYYw131113hRTn/ve//7kOHTqEtcq48sor5XyI+8Zg8ODBbocddnBHHnmk++abb9zGG28s3/f777+HPYqj+48bN07e4z///BO2lMcDDzwQPhWnXbt28j1Dhw4NKeUxYMAAyRdDhgwJKQ1Dz5493TPPPBPWGofrrrvO3X777WGtBspJx44d3cEHHyz/McRKcdRRR7nDDjtMjM6Yo48+2p144omuf//+rk+fPiF18kB+u/nmm90ff/wRUsrnySefrLh88D18X/o4Ta/LdVQjb7zxhuSPNH/++af7/PPPw5phGEaVkRj14qCDDkpmnHHGZPjw4SFlAr6BTV577bXkv//+CynZvPvuu8lUU02VLLjggsno0aND6qTHGydyHV6oyLpvAJPVV189OfXUU2UdvABOTj755OS3334LKfmccMIJyVprrZV4wRxS6ocXd/I8r7322mShhRaSa1122WUTL5qTfv36yXvYc889k4svvli2HXPMMbnXyf7s4wWorO+2227J2muvnbz88suJF5zyPbqwD+f0hpvsq2y//fbJkksumXzxxRchJZtllllGrvGvv/4KKRPwAjtZb731kpdeeimkTGDdddeVa+S7izFq1Cg5f6llgQUWkPPp8uCDD4YzNCxeNMn5vVESUmrYcMMNJf2JJ55IVlxxxWTWWWdN3nnnnbB1Yn788cdk4YUXTpZbbrnkyy+/DKk1bLPNNsnee++djBw5MlliiSWSxRdfXN7dL7/8EvaYwLbbbpt4A1W233ffffI/fr8vvPBCssgiiySbbLJJ5vGl4PlzX6uuumpIKZ9LLrkkmXnmmSVPp/n+++/Dp9p4I1a+r02bNiGlhrPPPlvSN91005BSnK+//rrWc2C54IILkmOPPVY+33TTTcliiy2WbLDBBsnPP/8cjmo8fv31V3mP3uAOKTWcd955cl9HHHFEMueccybdu3cPWybmk08+kfcB559/fjL77LNLneqNyqRHjx6FdM731FNPyXq5UB+uttpqUi5/+umnkFqa9957L3yamDvvvFPyjTfSQko+55xzTvLRRx+FtYmhLvKGcFhrPtBOUj4pm6WgPuc9lIK8Td1BmShnf+XTTz9NvEEY1iaGPEQ+/OCDD0JK3SmWLyrh77//Ts4666yJ6siYsWPHFr2vcuE8xb7ntttukzbthx9+CCmVQ5tQn+OV7777Lnn//ffDWnmMGTMmfGo4Guo9V4IJ+zJ56KGHpKGLl4suuiiZZZZZRGSmt7Hsvvvu0oCcccYZ4SzZqLAvtV9DgrhKC7/55ptProPGi3XEF+sIZt0HMUYaolmh0X/22WfD2gQQ9nPPPXfBUFDYn4q3Ej7++OPkzDPPlAaAhWe+6KKL1hLuNOI0flTkCBSu88gjjwxba4OQR8zp8YhI7m2PPfaQe9PvYZl++unlXIMGDZJ9Fd4b17HOOuuElGy6dOki35dHp06dkrnmmiu54447QkqN4G/RokWy/PLLJ61btxajpj7QYG299dZyH/vtt5/k58YyIrt16ybfk65UW7ZsmbRr1y4ZP368lA8V9nkV35NPPinn2XHHHWuVqyuuuELetaYj3NmPZYstthChEEO+RjDq+8RYZd999923kEZeII1ykaZXr14F461///4ifGNjToX9ueeeG1LKB4cAwh6RHpcTvof3fvPNN4eUCaiwR7TEcA7SL7300uS0004TQwojKw8V9jxDzRtbbbWVPI/7778/OeSQQyRt3nnnnSTCHgOL7zv00ENDSg3UR7yfDz/8MDnllFOSaaedNnn++efD1trwrjBgEfIIeAzAV199VQyCjTbaSPbh/WNMI4iKcddddyWfffZZWKuhd+/eco377LNPSJkA9dPjjz8e1iaw1FJLSV7NcjJ06NAhmWGGGUTYU2917NgxGTBgQNhaG+6FfJ+3vbkJe/L+o48+KsY0z/Skk06SdN5LXN7jhWdwwAEHyH6loN7lvA8//HBIqYHz871KXP/gGJpmmmmk/GWx1157JdNNN50YYwceeKC0S1lgsHGdWffAgjag3FNX1hfqDe6TMpwH10lbfOKJJ5Y0SkeMGDHRM1OOP/54qU9x8GVB28K1UN9edtllIbU2b7/9tpTlPFZaaSVxstEmFwPnHBojb79rrrlG9BnOk3LgfDgyHnnkkZBSA+0V2mf//fcPKZWBpsBp2hDGSrmYsC+TLGG/8sorJ/PMM480IqzjKaOwp/e75557wlmyUWFfzBM1KUh77GnM8TYffPDBsp4H3guOQ+CqUGKhAiSdZ5KVntUIlgsCEW99jAp7hYp1yy23nMjTPnDgQPl+rXgQ8nhxETIIgzT0ULB/ljeXClobpDwQ7ptvvrmILK4PwRqDpxIRpxUQnn16OhD1iEZEAQZKXYU4Qhhhc9hhh9XbQCgHPLw8SyoyvGaUC541z1AFNgIcYc9nDEfS8QbFsA1RhxeFXgueAeUJg5pzxYJ/u+22E6HL5yxhHzegCDCOx6OjYBwgHrOYf/755flRuSPSOPbyyy8PW8sT9jfccIMYm7vssosIbs5FOZhjjjnkPnlGnGPppZeWbfF+aS+SCvvTTz9dxCu9PZyDY7l/hD3b6QFkvRzI41zPiy++GFJqPMScJ09INjRHH320NOrUOxdeeKF4RxEBNM7rr7++CDIMr9lmm01EIfXV008/HY6eAD05CECeDQKenhgWencowwh/zq/QcGPgxEKf/ahjEMu8g1IL+YNnxZI2pqhbSKdcpEHYsy3+nrweFxwLfA89qLyn2INPHdKqVStpixTanWICanJDPuVdYtzzDBCN1IFXX311oVyThoOD/Klpt99+ezhDDTjEyP/phfaI82LwZqVrD04Mwp5rygNhz3aMYuoF3ldWjwCOLr1e8hvtqK6zUL9jQOQJe4xAjEjtSWPhGWQJahX2DzzwQEipzb333ittNMYG+2222WZJ+/btkxVWWKGQ5+KF+pj9snpQEO7UE3n5iu0zzTST9HpzHiIa0lB20U086yyoA1ZZZRW5Z9pWnhNtdhoiATgP7zdLNKuwzzO+0tBryv5pYa/1bTHnXDHuvvtuOf7www8PKTXQI9sYPQRgwr4OYCFSOPEcITIUGiasYjJ1JaiwT3uq8DTxPTQ8kwIaSsRB3MDRLZ7lxYxRYc/xcUVEJcH5aJDS6eyf9oYVg8IZV4yEZ+Dp6tq1q6xrBbDmmmsW9tEufCrEGCo10ulSB8QVVnUexYQ9eQHDAYERV47xQsPE8Xg++Y83Ig0VpQp3Km/2U68JHiUa7Uo991RsfD/3GQu2xoQGDYGM0FDPPZU9Ap/PVG56f7wrwoE0X8T5nLyB8EfY03DSaNFzwv1gUHM8vSX6jDHq8MRmEQt7xB1GAMersMegoDEpJux79uwpn3knHBsbpZV47HkPiAs8/ghvzZs0JpwjzxMGN954o9yreuY1P+ny1ltvyX68A9bxQJXLDjvsIOUgFqWUCXrFJoW3Hnj+t9xyS8Fzz3PHKNX7471Tn1Dv8p803ruWGww6yj0GH72NGP7sg8BAzHAvhM+RhpGr9UTnzp0ljfcC5DcMT44rJ3yB/cmnCEbycTrkjnyNWOf6eX8YKfrdHEc9huhSEK54m7M8/OQBevYQGYSgcf+cE+HIPSA6tUxQXlin968pgrDnvajHXvMzwpCQKiAMUuvLtKddwfjTOkQXetU4F+GA6W3Uo/zPqkuzhD0CkneFCEOQ875YJ3/yHdRvxeD74vAyzsd50qGKMRjrnBvjknyp+VZ7nWJU2OeFnSDgqUtpp8kn5CHqvLQDRGF/eiSytqtwz4J8ThnQ7fQ+IZSz3hm6aeqpp87cRl3Ms1VDjCVL2IOG3WIQYtTioHnllVdkG21NLOwR2Bj8uj2NOmbTkAf5Dq1f8yAfcn4t2xj01GU4dfRdAgYT75eyTxvIfg2NCfs6gIDnRdHAxl5UTc+y4Iuhwp4FLy1eGTIzDRhpeO8aCzypWnhoLKhAdD1eyPRcV5aXQ4V92vtANxkejjSks3/aQ1uMugh7Xfr27RvOkiRDhw4thNaox75SYa8x+Oo5Jq6wGIgmGtqsGHu6RTWGn4qRdRoWRHkMoTR0E/J9eK5ZLwVhC+yfV5E1NOqhjz3xeO6HDRsm18FCbwXvHeGFBxuyQnG0YSbPISwR9pyXylOPxzMLxHyyLx7aLBD2nEcFD4Ka/Sm/moZAKibseZaQFvbkSwxf0jQMAi8q95/2LCJM8Nri8aIy5zrIGxALexok3nU69EuJQ3F4NggivPvkSUJo6OJnXT35pfIncB2c89Zbb5V1uuM5D9fLeXlX5Xq+KgWhQ28lThG+C+8674NnQk8O10WPKYYYn+lxyUKFPZ43PY4FEaV1AYKFehWvN+s0ruQrPqvxxjPVOrgYlFeul5jrrLzHO8ZA0HAqeglUvKog53tYV4+9CnS2a08J5Zdypeeh3kEcIOzpkVQ4hxqXu+66q+Qh7gsjuymSFvZxz+dzzz0naSzU17wLBD7rmkcV6gNCGbXHk/aXnjXaHvIshhBOAHoG6MXgHMSkZ4GwJ9+T9zDAtH7QhTxKOxOnXXnlleHobNLCHucC1xD3GqVRYa8Gn64jEslz8YIxzDbyBD0c5OnYg41Qpz5Q0mN3vv32WzmPCvn0/jEIe9pd9sdBQtnR58D3ch0slD9NVwcacO98D7qJsD96s9mfOpbnyHvmXeKx57316dNH/mOkx73xnEfDIanz6J3nmjkXIZ98LwYG69wPekGvjbwQQzvA++HdooG0vddxT+pIoXeN6yNfsJ5uo9UA0O/XBQOOvBinxQt1W0Njwr4OUFnzAtPdwPUV9hSUuMDqUmyAYSVQANIgyuPvQgTT8BGvF6cjorhGvOBp6iLs8bhV+pxi4lAcGga6RmkM4+49Cmg6lp+Ci/HE9aqwp8GoRNhrDD6VD+n0AMSkhWpWjD1eNAo1jTHnYKGionLi+hC26Z4f9dyzL5VfqQZbhX2pmMqGgsaE58KCEEG4co0777xz4R4pIxojT2XLNdKQxo01lT7b2V+NWoQ96+Qbnhvb1WOvHvxiwj4OsapLKM5OO+0kn1XYYwDz3RiFrLMg2ElTw4HwqxjeOek0AJAn7DEACH/jfNx/HHsPsbDHw8RnFuK+aSz5rLHyeKnzQjtiVNhrXtbQqXjhOTcGKtjjBbGini4WGj/yEoKB90dZQbTSwKehV4RjtJxTn/H+GCyLkMZw1uN4vjTEafAY8x6ISeadZi1a/lmy8p566vl+elFo4HXcAl5T0FAc0jFoEPZ4PeNBspwHY56eP8Q+YpgynSXsCbvAgUA4iw4ibqog7BG9apgj7Kmvea8IVAQ9XlZtg6h32S/Le8t+PB/OgUhjP4wcHD8IUeoKnDrUm5STdFw2zgfeKds5loXj0sashuIAPWKU22JQVgnFQQBrnqNsc36MDO6Vuj79PXnCnnZE61hdEM5so3xqWuwUiIU6bQp1QpyPtTdV83CWsMfQot5C/LIvC887vn8mCUHD8NyyQmOAOHWukx5qyhehNFpO8fBz7bwD6lzCeCgT+p1xG40jjOdKvYBjAD2gIYhcK2C8sY6TgueBQca4mXh8FCDcaSP02alwp8xxLF5/jtN8qGM38oQ9hv7kxoR9hZCRNbQCz46+bBat6AmhwdLEO0MDWWpWHCozMmm5MfZ0D8ffW85ChcS1UWEWux6Nw1NvqELGJj0rpCMvFAfBRjqVUpxOZUJ6JR77NBRkzsGCF454xFjY09XONgqnQoNAV5kaUirsaQzqEopD459OJ413iQDU2P4sYR9DRcZ2rgeDCgHPebULmoaaRgCDCHGTZaBl0djCHg8i3kMarxgaSQQUlSnXSr5QYY5RrD0dCHsaNpZ4hhLeGUIf0RULeyp49iU/4bHXGHs9X5a4oozyfMkPdKXirSLkjf3VYKaBoTIvJuwJ14D6hOIgwuLBsAh7zYOxsFfIE6TFvYKgwp5yRCNNI4yhAXRtYxDwjID09CDbNORfvLuIUAwVneFL8xnvg+9Lx4jWFd4D7yWG94/4RbjTwHNNGLEagsC7YbAzn+OF8hzDoFryng6eJZ+ooGd/6ggEIyFg5AXSGKtQKVwfdRDnQ4DkhRVSBqgHEV+IWK5Frx3Bz3XRnvAuGQ9Afl42NXYICBtB5PBdlBtA2GMEUD9QL2iMPfmF+rApC3vKgRrveQt5EYihxxmgxmZezxHGG3U5+ZjnicBkf8Qm4Hgq5V2PQ3E0DIw6iP8IQBwLup33gGAvNkBdjUwWLfv0gvHuaLd0W3rijDxhH4dsKeWE4qhQ1/EeDK5X1NhUh1SWsCdPkTfJb4TQ0BYxvow8iRjGIKUN5VlrKA5lj7ozdq5xHows0ukho97FCOX71Yijt4XtlAf+U+/HE0solD89D44JhDbnoVcXdB1xTq9EXs817zXuVcBTz3HUU9Q/6bZbBXw6NEfT04Kf708PvKUc85wbqze9RZj10igD3+g6n3kL89V7weR8ZpfP4DOU/O/Ro4fzlbXbeeed3UcffST7s56Hb+Scz/BhrTTecHA+U4W18vBWp8wf7sW0Gz9+vPONStjScHjhLHPCK96Slv+33XZbre+r9NoV5q3nWM7nRZnzDYPr1auX842785WNzM3uRbu8J9+wOS8i3QUXXBCOdm7hhRd2/fr1c76Qh5QavICR+eIbAl9hy28a+IpGnsdaa60VtpTGV3hyfWPGjJF18g94QSV5yjcirlOnTs43YJLeUJAn9tlnn4nmii+FF4CSl+67777CXPsjR46UOeq5Zu6dvO0rR+eFq2z3hqXzjYHzAtn5RsB5wSzpihdm8rsO3sh1n376qfONTdhSc52UNy+Q3Jdffinlj3LlhVPYY2I4H/t5weNuueUW540u5xsa2Ub+YN0Le+crX8kfefCd9eHGG29000wzjfMVekipQc/rhavbaqut5B594+28Ie68MHW+0XG+YZN94IsvvnBeqIe1mt+eYD77uEzNO++8zjeYYa00f/zxh8zr7g0k+b0F8gLvlnzGc6YscT6+q76Qj/ldAs5HHtB3t/nmm8szoq7kvvle7tMbP5J3jj76aPndCdJ9w++8GJHjvMiS/0B543cPvAB0Bx54oNwLz5Vze8PQtW/fXrZRd1DmvcEnx3mBJv/LgTLC8/Gi2XnxI9fM9eRBGfBiSsqtlme45JJLJP95Y1Dm2j/nnHPkXrkuvsMbOfL7Fwp1A2m77rprrfN4w0Hu04t7uaaTTz5Znh+fvdhyXuzJfqx7Y1Q+T268IHRefMv9UL4pd7xbnivvGYYNGyb3AtSJvENv9Ml6Hl6sSr7gGVIv8Ox539Qn1MeUqUsvvVT21e8pB47z4tl5kS7vnPaDMkddd8ABB0gey4P741poE8iDlP97771X2kNvYEq7vNpqq7ljjz02HFEbb3RKufst+oFDfrcDvZB3TDnE9VlW3fbNN99I3e2NK1mfb775pK72QlTqBp6jF+TyHKlvgPvbbLPN5DP7fPLJJ27HHXd03niVNOA8vBPKvhfC0lYo3qhy2267rRxHfiCfe8Et75936g37sGcN3hhyzz33nNTtvHd9Rvfcc49oJK4VeN7oMJ435ysX8invr2/fviGlPChz33//vfy4pzdO3PLLLy/XcOqppzpvGOJMl33itq3BqdH3RimwhummJlSFcAIss3TMtKbXNRRnUk53WQy6nirx2NPFiIckPRcz8XjEt9JVFoPXBGs/nV4Mnjvfj/eVri68JWnPFt3m7MOCJw9PbBZ4fNgHDxBUGmOvZHnsAe8aXh26BqFcj71C/Dzn5dnhhcN7grcknd9KoR77STUzhsbY850sGiqD11I99ngzGFDEfnhcCB3A40NaGjypWR57lthjz7Pm3BreEIMHF682vWhKVigOZZfwjyzwCuGZwpukXrxKPPbcm56b8sMzwSuloTu6aAiPxuCnIayA7bqoJ57/5BHKEx5LegrVI47HieeLBzevvBG7ShnAg8338v0aGkXeZ1uWV5Lyru+D94Qnks94AOP7YiH8IZ2mU1ZyXbxf6h16Rujh4ZrpHdHxC+lQHMBjFnv+vXEpcca8J/UC4vXDU8r5dJAj+YQeANbZJ901T4+I9i6mF/UC4uGL07k+xvfQI0UPZgxtB95pzqseey9UZBtlgx4E0nShxy9rJiLtGdWQDry+9MSSt/heBW8qZSIeNDt48OCJnv/kWjSEVeth8i7/ybvkZeKl+a8ee7zBhL1QX7Nf7LFngDF5lfLEO6XHSkMlyMe8d7zMrLMQckfdQ92EFzdNlsee+pPnTLqGhxE+QmhH3rSYCu0oeZZ3z/fGPXKM8+BcWb8nUsxjT2gWvbk6RqkuHnvyGM+GRXuzvNCUfdifdXRJmnjwLBEGup+mkxe9IVMI7dNxK2koL4zBAsoq70/Doxg8S33LeCyuj3qfOph6No32kIOWTQ3t4T7Ibzq9MT0N9Iym0VAc8iVlWXsJOS9ljh4gwrs0NLaUx550eg1ov3XWGzz0jHsBevLZr6F6QLMwYV8mDMyhcEI1C3tiO2loqJBoNGmoyZw0kFxjlrDPg8JOoUzHCNcFCj3dhzpoFFGYJ+wRclkzSiiNIeyp5BCaSjzLTSXCnvujguW8VAyIGyryuqDCnkp0UkB5QNwS7kUFqeUFVNhjcNFI8plubG1caDDTIOwZkEV54vg4npjnTfgDIocGl4aAijlrcHd6sFiWsOc8Wd3cQKNC48x1krc4tq6z4iiEuyAuYlGpYwVoILKgUaIx1/n9CZGh4VKDgAaKvMxnGkq26TpL1o9gASGElB2F83Ic38X/xmyAQAU718g75jkj0OnCV2HP/XB/fCaWnNh0hBvvXUP64rAHFoQD5yKfsa71q4bgsCDQ0w4A8pXmy/RC/uU4hHTWdpa0UCOEiDEPkBb2wL0jZtVIyBIwQH2qoTeAsGfME6F2lAGOw6mAYdcc5rPH8UEZIESSZ0K4HHUhorUSYY+g5xlz76CiUhfqDow58gtx9ohr0uNxDEqWsKe+oB3DcNMZm1h0vzwYJMpx1IeAkNdYe+pGhCOiM0svlArFIcwMw4LyURdhT12l+Q1DkLS6CnvKFfdJXU1oCWks6IhisfYaNouwJyRH0fpZF+6TNB3cG0O9pW23CnuENU5YwleBddJxJmahwl7LL9fC/oQGAv9ZR+AD9TP7a35T0oKfelUnLiDvEnoHOoC7MWerMmFfBxpa2CPmKPA0VpMbPDtkQBX2eFEoWNwXHrlKoMLI8tjnwXPDs0eFnuc9VWJhr8cRU0lly/HqNcMgIJYxpi7CHjGRrlhU2OMhoEGi0ciiHGHPQEsGBMUx9jrLQwwVcXqQch4q7IlBnxwgNLheGmkV9jqHP/epHqc8EPYcQwWp3j6NkdZ1BB/74HXSNPXOI/io+DEIEc28A/ZNLzT4Gu+bnuZNDQeNsWedwW6xIK+LsAeuB+82DbMOlo1j8PNAFPB9PNcYTUfY8T82rPJg5h7yf+yRx5AnjXPw3MaNGxe2THpU2Ov0lLwfyiLpiBz+p8Eo4BhENJ4z6laEn8L71fjmUnkwjRpV5OdS4I1Xb6gKea6J68GwQ6yyTRe8mwjQdB7AU4jBwz4YxYDoIl9yr8DzQRBjlBHTrw6Qpooac4hDHCPxc8CAZQAkeVBnx8kT9sXgtybYH+dIGp5P1lSmiE319GsZoFzj6UfUAr3FpJeqV8mbKuSBdpD2kDJFrD69sXn3UkrYs14fYU8PnnLVVVdJWrnCHo88z0edfeyPsMfAwpmljoa4F0nhWdDDwnYd48SYGhX2bKfOxplCGcmDegsvOOdRAa/CnjLPOWg3aAPwwNMbmPesEfYY+IrG2BMbD4xJ5F65LyjHY6/r9D7wfuhNZBv3Tg8pRnme0dMQTB0icowGwBeM8KkGYhqJ3SberBx8wQyfakOsWzouvLHwmV/ipoEYdi82nS8wEp9faawZcD5foYW14vgK3g0YMED+e4NC4hpLQTw9cXM8I2JsuUaOI/6Q73366adrxf3XFd8QSCx2Frx34vy8qAwplcP4AC8y3BVXXCGxgHkQL5p3HXnUNz68XLxh47wokVhM8j3P48wzz5RxB8Xg/RBXnAXx+MTbcm4WYpWJS/XCStbZRgynFwiFfdZZZx05lvht8i0L+xPjyP7EuYIXWbIeL8RCegNRtsOiiy4q8bFeVBTWeUfEBdcXYqF9wyzPied25ZVXThSDXwnEoQIxud4Il/MXwzcs7phjjnHnnXderThhnpVCTD8x9pMCb6DLc2AhftaL2bDFyWfy1WKLLSYxz4xHICaX/2lmnHFG2e+EE06QcQLUZ7zDSY0XcVJ3xvCOuE9ii72AkLT4+VJWiS3XbeCFh8QNE4Ov8fXemJR6wItjWfeCXsYX8X2MA9P0pkqvXr2cF29y3THE2RNPr8RtqhfErmvXrs4L4pDiJE5f80x6YSwW0P7G6TxbyhyLF7WyD+fhWhjvAAsssIB8Puuss5wXidKuMC6A42lrQN+FF9vOG3zyOYb6nLxKnQHE2tOuMZ6HdtEb9s4bqbItD73/tLbwolXqq6z8Xw6UL+poFq3bioH+oI179NFHZRwMMfKMTeEd0sZyLcS0E0M/Vxi7wpgHYEwLMe7Ac6QOJ09ru6C6h3qH90v9hfYg3h54hnq8QjnRekrbN54ReYRnSsw9bQrvmDE6jE0p9azz8IJc2hAdo8L3tGzZsnCfMel0xl3yrmO4bm9oZR7fYASBb1QAlijWFxaqzzhlLXhd6FrW7p54IfaK8+G5jdM1xgwPOt2Rk+IXIPEIcC1MLVZf8Nirh6lcsKqJRaTbM91FjmcH61t7ELCiialM78dzw5vFPiw8uxi+g/RiHns8/dpVybWwP98foyE69GqkiY/HS5PnsWc7HmjePVY94E3ivHSn49lS6CGiy55785VLSK0Nx+K9I9+oV7KxRt6nocsSz7fGWsc9V74yk2shlIFr03fMeAtCJvDexeEtgJdJY+wV4rIpDxrbSq8Sz65UrGtMViiOQvd8OZ7umLp47LluvLMa2sNCPcFzSnuC0mR57Hn25GOeO+CBZ51nHc9KoZCX+bGbuFeIHih6UvBYetEinnumVuS7uE6ul+tuaOLwBvIPvRfqiec/6TqtHaE3+kN+zJRBKEq6/Cvxs8W7x37cN+fgewgDYRv1QLkzR1XisYc49AbvIZ46vSZ6a/ivvSWE8OhYD9Lj+OTYQ09oHu+FWWCAdZ6P1nl47su9n8mBelG1bqMHhV4Y2lPyoMI0mPTI8b7wfOJJ1ThshTZR62U8vNTtQDqeYJ4Hz4xyoQvebv3M/uQL6iK8xNTl5HHCsehxofwQ/oTnXetTXSivXA89tnH9Qww140TSHnnqCTz1ejyee3oi4npSUQ899SLfQ+806+qxj6nEY6/TXca/nE3PKB5rzTNpjz3tDh550ngW9IjyDmm7CGviGdHGak+hLhpqQ9sX/xAV7ZN66Hnf1N9cH+0AITqUAcbU8V2Uf8JZOB8e8JjYQw88T8KwFN1O+1qMUh77NPQEcG1pSI+nvo49+LTthF6Rr3hOjR0ea8K+DpDxKGiVCgAqMOZWJdxFRV96oYuM/2RsupvibVmDfRoaFfaVxNLnUR9hz6DKPAhZocLXQVhZIBIpsNxLOcI+HdZAhU23tjb+GHNU2DFUfFxLOh04nm5LjmUpJuwp6FTkCjHANAp67Woc0riRVkzYA+citId9aTAnZSgFwjhrTEBa2PPjLJQjPutCpRfTsmXLiYQ9UIboBueZaChOWtjTpRs35vHClGwcw/uP04mpRfDxzNMDKotRibBHxBFKxXUTMsF9874QfjrIC2Gt75z7J48A7xHBrfla8yyhQeRhGqQYbaDoQiYcSc+DEEAYch2IGNJp3LkmroeYZwXRpF31LOyDwG9IEHh8L+dNxz2rsOd79b4x7Hg2PCfWub4Y6lnCGnmXCH+EIfuRZyjHxAJTd5DfEE5sY3Dc0JxQOkCgk0c03LIuwh6xx2cW6jiNbVYjhvoCUUUeIT2+Hq6XNOpTjWNmO3G+GELUF0x1qWKCco8xwzXHzoGmCGKaejYO/cAY5VmQT0nHYUE4EoYRz7QcNBQnnaey4PxxzDRlmWOJq6YcEdpJaCNliXXKHNu5HurvGGLp2U8FJwYpZZV3zvkwOhC6GqaFwZAe1EmdQD5HKwD3wFiXrPANyi/nKUfYQ3rMEaEm8XnTwh4wcogJ1/0YN8A+LDgmmd4bUa7r1KEMViVElvuMoTyqsGdMFMfwDDEEVNgD7SqCG2GMYCaPx/A8OJbnjIFEuI3WXTiAENps5zpod9JGoUK9wrGUP8qLGnBZwh5nEO8xLexJx2CKnWg4WzQWn7qbNgVnBO+1sTFhb0xEMdFYCVQGWd7CYtDAIzIaCipQjKQYPEEIbY3hK3a/NKjE89d1oAvHcTzirxJoaFRwphcdnV8KxERTgVhZxBPPvlyomImVzIPKG/GGkZ0+bzFhrwtCnryWta1c8QBaqeeNC8EjyGA3GicEKXkcz28WKvzZj3NyfQjxGDxTCHkaFxolzqde3zQYPDTqGAQq7HEekE58Od/Ddu65mAFIo8R+DS3qS4HopSHUGXSKgYDC640YwJutwhiBQkPNeRBdeBsV8g35kueQ9gjGsJ8OquM8+iM4pVCjCIOC90ZvEefB8aDxzvFCfs6qM3X2HEQFHk6MBEQRZQQBT32hIAYRVpwPgd/Yg5/rCrMqcX0YtOqpZzAseQznBT0aMcOGDZN7z+ohzaISYZ+FtgsIMzztPPvYA69jmDDQEY0IUQQ/ApT4ffX44+0mf1GuYxCsDOjEU815MDIVnIaxgZ0FZZrjdClX2GdBbLw6WtTgiIV9GvanzmCSCAwD6mlErDrL2K6GOPk2NhxwUFEGuEftiWDBmYewJ09TV2ksPj3XfE73qlOe2E4by3nYTr1P/kCo8+N9EM8mRlmnTdfZaoDrJB9q3c952FeFPYYDz4WFeoVt6TxYahydwgQbWh65XwYep+v3hsCEvWEYTZK0ZykLGu1Ke84ag2LXirCnoar0OvPOifBDYCAMYqFRKeU838kNPQbFBtHF0N1N45sOPUPg4bkv9zx50BNFT1Opgf0xeMu5Hq4rPQ0m5yNfxEsxEcp5EJcIGcIA8dDn7c/3cr6mGpJDmBEijh8l0kkoMLjw5tJTmjdFL55vRF458N7pCahPTzfPEK884jD26IMKeYQeHmtCatiPwboITYQe61mDdGM4lv0qcXoAglo9/4R56CxsaRD29OqUgvKhBiHe83gSgTz4TnoheG/pEMJYuMdhZYRIIbwxZLh3vNg66w29auwfLxjc5I309eCwYzvefsKouEd+yRZjKW3kYEhrOBHvJRb2eOjjAdbcE4I7/j4cDHo8hkl8POVYB8kSVoiBRI+GGgq6aG8fBhA9b8wuxDo90A3NVPwJ4faGYRiGYRjNHgapMvhbB2HWBS9OnRdgMpizqcLg00p+ZK0YDJL99NNPCxMQlOL555+X/flBuDyYkKBNmzby40wK38PEF8WOKwdvGMo7ZhCwNwblh63i74lB6npDWH64rS68++67MkB4l112yR34+uKLLzpvwIe18uAHrNZbb72w1jCYsDcMwzAMwzCMKsCmuzQMwzAMwzCMKsCEvWEYhmEYhmFUASbsDcMwDMMwDKMKMGFvGIZhGIZhGFWACXvDMAzDMAzDqAJM2BuGYRiGYRhGFdAshP2XX37pPv/887BWnB9//NG99957YW3SwFyqV1xxhcyTWilc75133unGjRsXUpzr06ePGzlyZFgrDsczv2oMc8Qecsgh7q233gop9eOvv/4q+3oag1GjRrnXX3/d/ffffyGlYRg+fLgbO3ZsWDPg559/dv/++29YMwzDMAyjOdEshP2ll17q1lhjDfkRgni58cYb5ccnttxyS3fzzTe7iy++WPZjOfvss8PRjc+rr77qTjjhhDoJ6ccff9zts88+rm/fviHFuc6dO8s9IKhL8cQTT8i+8fG33nqru+mmm8p6Bo888kimkPvf//7nOnbsKJ8xqviOu+66S9YnNVdddZV8f+/evUNKcR544IHwqTj8mAXnjY2qcrj66qvdbrvt1mCGU7kMGDBAvheDJGbTTTd1Z511llt//fXl/99//x225HPttde6ww8/XIymmCOOOMJtsskm7uWXX5Yyld4+ORg2bJh7+umnw1pl3HDDDVIeKoW6pUePHmFtAk8++eRkKwfA9+MISJOXXg4YzfzIS7VQbvk3DMOoRppNKM4PP/zgTjzxRGm8Dj74YFkQIb/88ovr0KGD7MOvgSHW/vjjD7fIIotI2qRiv/32k19Xq5Tvv/9e/rdu3Vr+K2uvvbabbrrp5PN1110nHnh+BS+LOeecU8QY4ME/99xz3VJLLeVOPvlkabRZunbt6vr16yf7xHz88cduvvnmc4MGDQopNfArbu+8805YqznvsssuG9Yal/vuu0+MudhDzz3qewZ+QS7Pg4+Q23777d1XX30VUvJZbbXV3MwzzxzWJrD77ru7Y445xn322WchpYaffvrJnXbaae6ee+5xTz31VEidNGC88b2vvfZaSKl5Vs8995wbMmSIGJe8+5133jlszQbhTzlCuKaf0ZgxY0TML7TQQiKQFl54YTk/vy6YBjG45JJLSt7EqOZ58ZnrOO+88+QzC7/cuMQSS9S51+ehhx4S4x1jtVK23nprd+yxx8o7S0N5+vXXX8NabTB4DzvsMDHaFXozMHgPOOAA+QXCcsAY0+eQtXB9s8wyizzjcsAgwxHArzbGUEfwK44YZJWyww47uA033FDq0skB73arrbaS56v06tVLyuUee+whZf/88893//zzT9ham/Hjx0sdp9t539TH5Dc9jrpsttlmc8cff7zsUwk8F9qWgw46qNY1loKylAeGKnVPOQYrv+5JPZ0HZW+LLbaQXyBtbtxyyy3yvhqSoUOHus0220x+BbQpQV1A7345DjsgAuCyyy6T9x+j6W+//XZIKU6xfEEZoezQvtcVrodz/PnnnyGl7uBke+ONN8Ja5dT3+KrBv5Qmz5FHHplMNdVUia+gQ0oN008/feIbs7BWwx133CH7Dhw4MKQ0Pr5STdZdd93k33//DSk1+IYg8Q1T4hseWffiKFljjTVqLbPOOqtc73LLLVdIm2aaaSTNV/y11r0QkPN4sZGMHj1aPvfu3TtZcMEFC+te1Mm+XtgmXoQkCyywgKyz8NmLGdkvhu+Ye+65E18gQkqSeAMp8caGfP7ggw/k+GHDhiXdunVLfCGW9MbCC0P5vt9++03WvUGX+IY1ueaaaxIv7hIv+hPfSCddunSR7Wl4PhzfqVOnkJLNHHPMIe8nC1/RJW3btpXv9Q1FSE2Ss88+W869/PLLT5T36osXkpJ/8+AdURa8cZE888wzkuaFvFwP677BSLxBmGy77baS1/r06SP7pPGVuRzjjWN5nrpcfvnlyeyzz57MM888su5Fp+zH4sVV4kVNOEMNn3/+uWxbc801Ja+xeENA0rgGTZtxxhkl7f777w9HTsAbTvJdX375pTznHXfcMfGGWdhawy677CLHeyM4pEwM9xTfy0svvZTcddddyRNPPCF5ZdVVV621ncUbJcnmm2+e/PHHH+EsE+D6F1lkkbBWQ/fu3QvPguM32GADubbff/897DExXpAl3hBLvAGWeAMnWWyxxeTaSGPhHJzTG+HhiOK0b98+8YI3eeutt0JKDZR38jPvhPNTpvlfCm8IJNNNN53kBW/whdRJhzcOpYytv/76tb5/p512kudFvj766KPlGfH8s6CeWHzxxaV+JB9RTh588MFk7733luO8AZ70799fPt98883hqHyy8qnmQW/shpQJkM/Ix2moH8jPWo/FcE2c78Ybb5T122+/PfHCTz6n4V4ol0cccURIqc1FF12UtGrVKnnvvfdCStOH9+qN6mT33XeX9/zJJ59IOs8gXU5ZunbtKm2s7lcMLzCTpZZaSuodyt+kgraY8pmnPWg7eee8z2J48Z989NFHUq+wP2WZdtsbv8nDDz9cSOeds18x3nzzTakv0CJZXHDBBXIuys/++++fe77nnntO2p0seN6cY6+99gop+QwfPjzxRklYm5gePXokU089dfLoo4+GlMpAK3A8GqFSeO7bbLONtP0x3oCSdOrKunDOOedIGZ2UNCthHzdmY8aMSaaddlpp0GLINOzb0MKejEYBi5cVVlhBviteYoGuS9++fcNZJubUU0+V41555ZWQkkhB3HfffcPaxJx//vnJMsssk3z99ddSmXA8mY50PiM89P4fe+wxeU40dhTALLRwIz643hVXXFHWqRhZn2+++WQd0ab31JjiHmFPxazXS2Hl+2nY48q+X79+sj0LGvlevXqFtWxU2L/77rsiQBEFMV999ZWIwttuu03WEZYLLbRQss4668j60ksvLaIjbdDFILCpkC+++OJkrbXWEjFJI73rrruKoME4wQAhHWOB+0wLW7j++uuTeeedV67plFNOkf3uueceEfJ8ViFNZU8FzX/SzzzzzHCGCZDnyCO//PJLcueddyYbbrihlJurr75a3rEKe9YRvmoApPOPCvsLL7wwpNTkTdIQLgrXjTDKAqHE/hjH++23n3xG/Macfvrpkl5M2CPg47zBwrvjPq+66iq5Z8oB96Pbr7jiiqRDhw618jLGC4IboTn//PNLmTjuuOPkP/mFa+FY3h+CuJSwj8Gw3mGHHcJaIkIWYb/KKquElIl58cUXC2WOhWvgWVA+0ulcT5xGvlP0vtIL5YTzITrS2zAMeBdsSxt15J30/lnLoYceWhDoWfTs2VPeE4YZRq0KPoQGzgX47rvv5Boff/xxyWs0/mlUuJNnqevOO++8ZOWVV5bzAu+feiwGsZQWK++88444WyiP8bPMWnhvfCcL5eaHH34IZ6mBZ0b+I/+nUWEff8+mm24atk4Mz3GGGWaQMk9bwX8MeTj++OOl/Cg4eXj2ur2pQd7h3jFmEfY8I+rJ0047Te5Lyyfvi/ZU11liwUe9+8gjj4g+uOSSSwqOBBbKB9/BM73yyitrpVNOYmdNQ0E9QN4j/2RBOaLdTpelNNS3XPuTTz4p/4855hh5xzwP6iytd2m3S4EuYF+ebRa6HR2x0UYb5Tr/brnllqRFixbyvNOosKctJd9tt9128jnLYULepA2lbkW/pEEAU09/+OGHIaUyDjjggDobBm3atElmmWWWiYzB6667Tu4P47IuYDBw/OGHHx5SJoCObQyalbCngdBKkAaHNJbVV1+9kM6LIW1SeOxpBPQadIkFejkgPhF4cWbabLPNMsWdQsGjAFIQVdjj4aJSQcgjyBF8FEIqGTwdxZ4HBZMC+d9//xXWeabqsdfCr41kY5PlsY/XK4EGVPNGeqGi4tlTyXD+LA8/FYwKdzxw7KfvCoOASgpxNGrUKEnLAwFBzw3/edY0ZHhT+I+njXQaBrZpD4+C0EH081zYn7yPIEDscz2IeI6jUmMd7wrr+j0xerwKewQrx9DgrLTSSvKZnjCej64jsrLQBoa8pw0vYow0GiNNIw/mCXsaJ/Iy14LQJa8ee+yxYWsN5Qh75fnnn5drwEijIaQHC8i7CEgMAMocnuI0Y8eOTTbZZBP5rqwFIw7GjRsnohEjoRLSwp6GjfPi0SkXPIIIxbQ4wMFBXswDp0gsfFh4x3w/ZT29Lb3gaYuhscraL2856aST5LnF0PDTk4JoVc89Ri/Pg+uigecaaXBZV8OXdN6zgmGGh458xvMh//KMEHUc37lzZ/keDGvNkyzLLrus5BXeO1DvIZApG3neyRiOo2xQL1DWsoQ0eZceLfI0hhbfSz2Gscm9YAgreO0x9LPqOXU+LLHEEoXnQPnk/rhf8jafWdSoz/PSTm5U2OMwQdhrPUzabrvtJvtQNii/9NICnnyOi6FeRtBfe+21hfqOhefMuehxZZ3vwQlE7whlhP3TXtmGgh5U8iHvnXdBftT8xvtiG9fMOj0wWR5+rVfV6MbxQt1BzxAedQwV0t9///1wRI0myNIMsXDPgh4s3a55kp6uNOR1BDvXn25TVNhzf3GZzxLugLOJ/XknOA8oGyrkcUrFwv7bb7+V91mu0KcNxACuFL6HcpPl6aceIS/iVCsG7Tae/bSBP2LECLnfdu3ahZQaqOeoG3hHDY2F4tQDGgu8m7x0MiSFmsyvAjkPCnRcACi48bouKqzwqqbhGAQ8GYl9aDjJQICHkTQWGi+EcTFRTMFMb6fBw5sIGoqTbpgbC/Xc6jXxbON1BcOK56SedkKJqMi1B6KU1a4e+zQIbs5DvtNCh0eQxhMPYwxdw4suuqh8H8IvXek1BHTnc35dyPeDBw9O1ltvPVlH5IN68hElVIQanhVzww03yD6IOd67Cvunn35atm+55ZYiHgChQu9EXjeiNkA0lh07dhQvN8KMNAwF8hDXTkWdJ+z32WefWh56wn9oxLSRZkHsc068uawTMoSgSoc/YBjwTLgewrFiYQ+sI+x5T1wngjKvaz8OxWE/vp9eNPIbz451rp3nhYDAmCoGQpy6gntVgYIHh/PgmSP8gwYuLV7SIAQ4RkUiz4PGkTxYTNjHUI9inOJAwEDRck1Dw3myvHKNgeZFPPE8Y/IJaTx30jX0hnXeRx4Ie55FXE445qyzzpJ08gtpnIN1BC/r1DOsq7CnzeD+KfelIN9gBODNS8P5yCdadyDAyG+UW/4j+CgfXIN67HWdBa+sQrlCrFCmqYfpJcb7yn7qaEEcIPZxAFBGEMoYCEOGDJHtTQ0V9rHHPiZ+FuRR7ZXkfxrCQzHYKNeAY416nboI8U6ZopzymWfCeQhnaUgwMBCEamxSbxJGqyFktDHks1jYq/OKdTz0Cr1ROJjYFi/UiTynOA0jSLUCvceUH9qFGBX2lCueDZ/JQ/SE8B9noJ6P+lGNQ8qkog4V2kW2cW/sT68l4Z5cM+vcH+tcA9eERonrEtprRC/P66GHHhIPuEYsUJ9zbupIPO7x97BQTtLGGHUXjhh9BizoHUKXMX7inhpNT797yirtJnUH2zGeyJe0Xep44xnxbPRc5C22p4W+evZbtmxZeI7lLI0RpmPCvo4QukAGJINSgBGfWKhqWReDhigWLnQ/cs0I8Dh9zz33lHSs/zSIVixereRjq09jo+k+QwzTi0EFF4PlT2XDdxJ6g0GinmJECJUrXYcQx9gjCPDWNSQIxDij65gCDKesdV3U046YA94DBU89fLGwpyFOex2zhD1eC7xHiCTOgWiju4zeCzwoPLP0edRzz/6Iv4aOVcajz31pfqAipQHnOvEyUA7wgmgvFiECGCFsiyt68ifCAhGQ5bHnmaoA4bMalqWEfRyKg6eetHJDcbKEPY2dVqIsGqOvwlqXuPEBDW/gfUCesAeeHz2APIcs750Ke8QTwoHzIj55XhzHNSOo8QazrdjYCKBBYT8WFYN4cDiPxoKzlBoXEgt7vp96olJh/+yzzxZCd2Ivn3rKi4UONhTqodf7ZuH5Ij64LtbV2FRhj4c/FuIxGPc03urNZqEuplcLTy3rZ5xxhuyr6+nQO0DEYPASohXXNemFfIOQyjLoqEdx3rAd7zD5lnKBeOG9geZVjBdEAuWPd8L7jD3/hGJRlolfphxiSPKfY1XYs66hOBiIPKOmTJ6wJ99x7ZRT9bazvPDCC7I/Bk4WnIdnhEOHPEX+4ZmoQc65yEvswxgp3m9DglClfVVBSTvJO9WYetpPYJ10IA/iINBtCs4K7pm2m2NZyEcYqXE6ojdeJ3+wrt5inDroJgQ826mD+U8bQjmiDPFfQyFxSmaVB6CeQh9gXCJ2tT7GgKQeVkNEPfaxYRL3GmGkUga0XaYc6Xg4dZihpzg/8F1s453FvRMKwh4NkBbwHIPgp2xh1Mfpab04aNAgSY+Fuxo7lF0cprxX6g7Ct+Lt6XFOKuzzxsJMSpqVsKerkszLgnjmgdMFrWksOrixMYU9wo4MpfHLKuwBwY/VSYYpF4QI15weHEZlQToevSy0K5t9EHsq/PAE0ngrCHu6fMl4FCrtUaBRpyJFyJFZtYtMFwoY3ltdp7Col5iGCqiY4udfzqJx2Ii4rJ4ELOE4HbHJ/ln7ZqGhO3iwFBpSKn08CBpak+exBwwBBByxuvRcUPGQxnm1u44GmPxGpcd3NfbgNZ49A2yBd4xop0Gn0uY9qkFHA8I6S+xVQISSx9RLgqAt5rHneePVKSXsqcj03Wq4Utw9TsNN45AOMQKumbynjQrrsdAHjALOWSwUB2OU/BnHX8fCXhskFfbAPXNe3nEahCTlhuehYlH3QzDi4QEV7GkjIw37ITgQ5nghYzQkp1isvcLxvO9KQ3FitGs4HfOpwj6vC72hwcHB+yAP8+70Her7RogR7sTneEEgxODwoVyQb6nfMAwZoKhGJsKI50PoImj9kydkioHI5Px4EPGsZw2aBcqdiir2Zz9EjV4PZYLP6rHHm6ziKQ3ClTKGV5aQFBX2PDvqHfVqE8qHMMLQa6og0NQDX2zBG02djZDCmUQaIisLRCqGLcKe/zxPNRrJFzha6NVoaE99Gjy5mn/p4U0LezzzKuypW/MMDMI6eddaDlSUI+ZVyGte5l2znu7VR9hT//PM2E69TFgTn/G0ExJIPtRejDgURwd0K/SEk47WII9SJ9LbRcgL9buKc4R93Nty7733hjPUwHtAG1EPq0M0LexZV2HPoFX2ywNhr049JS8Uh3AsHLHp3kgV9mhLRR2DtBkYBOmxfNTTOs4uJk/YU9+qPlTQiTwvi7H3DwxholYVC8KeBx+nqRe3MYU9A6UQjyqQY2EPFEDESrmer1LCPiseGGJPX7xgvatniYXnxPXwn+0UxhgEDJ5TKhq2qdhDAMbij9hk1tlHRTYZNH7+lS5ZsXM00LxXDRHAY4qnSwU5aI9FFlnCHjQGXb3YxYQ9sJ3KiR4ViIU9nzUkg4Yqy6PQkFAp01iljQdEUVYoThZU6DyTLGGf5bHXdTxeWaiwjz3s6VlxuD7WETVZntZyhH05Mfb0GtDgxCDsuVegkuYayDPkJcoUDQ1iPQ6fwguKYOO+KRd4tBBlfH99hD31A88G8cosVvHsLNrgltMTph77rMGz5Qp7vKScIy3g08Ke545AaUzw0PM8eS7kTZ4xopjrwPDCu0udjmii3mFJXzcCnndPXcL1Igx43wh+BtMighAJarBSbyIIKulZoz3hOSPI8UjmlbEY4p6Jz9WQRvIfdQeOIYQY16kDt7lnRE+WkQkIEPINqLDHYxoLKTVASadHSiE8Qg39xlxUHKnnPV6oL4F3rO+RhfqB+iNOo4eGckrbwv3wjPifJ+yB78R4o47AY05didMFMYpHlzqcdjHuxW1oeIc4FiiboMI+HYqDAUL7ljdBBgYA10r9zPHkbwbP8pmFcsl5qKvyhL2ioTgIdxyBfOY6EPZ81jzDdsoJn+klikHnaJvKgnGr4bLxwnm1ZwEDIC3sgXxMfUd9SOiSCnvaLiBECYODskyoDus8hywqEfbkHcpFuoekmLDHsKINiZ1jUI6wZ8C/RlGgW2hLYq2j4YA818ZgigrFIWOT6XjodYHjKaRUGgxS1cGOpNHg8plKlAzONbBQgNJdNmlKCft0ocUCpDEkY2v8MRmXyoN1vKNxpcpzoqDpetpzqsJe0QE1KqwpDPF6Y0L3KQWTQq0NLyKL3giFGWa4HvajEk+TFvYqCLHWSddCXI6wj3s+VNgj5HnHeDzjBrSx0DzNogIckU6PAQ1jevAsFQyf8XimK2ko5bHHuwWIKbbRqGSBcOFa4t6prFlx8MbE6zHay0BlT4OB+M0S9oiivB4bvFN0lVI+aey4bhrX2EBhoczwXXjO8XylUUHJdvIcAgPBiWgnPQ7FUWGv8aXcR9w4xCAC8STS3Q3cK/dIfuL8eOTwupYzuw71DNeX9soiGEsJe+pPjC2ulwVPKI0XsbBax+pC3ud7+J+VhxoCDCreK0IbQcvYIMqTzoKjPaLkcQxF4JnFwh6DUHvTKAN4TDmWLnjyLc9LDUreAenkgyxRRX7mHFmLGl/Ur3E6HkXKC+1QHEIDfC/GhBpH3KtOpalCXp83C8KD78mCXgoGqYMKewwEDA0NyUE4kK55U6ENisvB5FooP4DQ4Z1SjnAacA84RsibhDtQxyHs6amg14N3zH2lhT3nIV6d+pjnjJHNOdTI5bPOjsOiHnAcRUB7pp79+iyxYEPMMu4NVNirYwLDmfaXXgTWqbd1IgbgfigDmjfJN+zHMcD9kP+o73CGUAfQbtN+55El7NEVmo7xhMFImeA9UBfkgT6hJ4H6DGGvjhQcgpwLI4oyQS8A75D1LMj7XDNlVoU9ZYPZADWvaG8XC88ti7SwxwChvOPATOs/8gnnStfRGkPPubRMYyCyL8+EOptrjXsO8oQ9WoHjEPY4Eshn6pFHyNNmA++Z/dKDaRuSZiHsafSwcHkgMZUIewofL49Kj0yU5+3Ng+PpHkQ0Igb5jjieM71QmarAp+AUG1yXFvaEyFB48SySToGMoYEiHa8jBZbPah2yjicojvMnYxbrnk0Le0QHQkWftwr7LBHdkFCR4YnQbjmFAqLCHu8LBZcKO553PyYW9nQv6uAk7ZHQ+6pE2OMpj4W9Pu9JgcbYUwmqsaLQQCLg2a5hWTwv1llKCXsqacJV9LyEfalQQHhQ9niGCItyYlOzhD2D+Gicso5X45XGEC8Vn+visU+DYCaPxOEWxE1zHgaSZaEefK5XY+yzPFMs5A0aIP5rGkZJFohVtlPZA9dGGaaRxKNLg6YD30tBw8V30lsSkxb2PG+ebQwNDt9LWed6YoGMZzye+hLBgUMiFh4NjQ6OQ+CRV/FMMvZHhb06IxBfGFp4OhEf9FBpHgW8eqRzDEtcLzN+SIW9huawZM0ljgGn5Sa96CQFlLes7SzpOgEHCXlC455jYQ+s036poKCXIQsMZ+5P60WEPedFNFAudbAtXlCusakOmlU0xp571xh7Qvdoz9PCnvJB3cT+aWFPzyvpGAfUZbSTsZDHMMVrTztK2cBwo0yQlxSEnT7/ui5ar2E4U/eqI0SFPeWIsq55jp5v0tO/qUC7xPl4BuR79Ar7UQfznHgumpcowxqCRT2UR5aw53nEs+HE03bHA3nTEEakeY16kfIE3DfXpufQRR0ZaehFw/kCcSgO96s9KprOfaf1j8L+aBc1BuLBtpQtTWdRIzpP2Otx8aJtP3mI79FQrlIeezXO2U/zrE47Dirs06GQDUmTF/ZUXjyQdKGGSoQ9lp0OeqSxIowiK+Y3D6y4vHlMEVTpGCpANFFAS31PWtjjVULgkkbBTR+P9ac/PpQW9pAW6pUIe4QzBgmVoKLCPm5MGxoaVQQq95OGipgKW0MIqGDS3fExKuxp4Kn087rcyxH2eGDwyGHoILA5b5bYIYyioWYTKSVgEQA0ABh/CA0NxdGQkVJhAirsqXi04uMZpz3ceBBpdHVd5/NXGFCMt1mPo5xyXl1oTDmvrrNPmnToDZ7jdNmti7AHDBIqePIvZYZzEM5XDirs0yAi1ZN91FFHhdTi4EXm+2O094glzyMFCHkcA/oOYkOCxgWhgmggHQOB/+R7/nOcjgeJhb6OQ0qXoUkdY0+DnVWnpIU9ooE6ic8sCKMsMFpUyJPHqU/i82Pkcl6ETKXonOKEZpUCoadGqk4dSB1PnY6wR5whzKlX2If7QbymhT3nQbhTvthP7wUjQ72l9LRRxvAocr9xz2ZThTxJ3cE9a53OQl4HFfb8LybsIR2aSN7FcOA54ADivVH/xyE4DKjOC++oK/TcUR65TvXgkwe5Bwx5RDBtEb2O1Emanobeecq5ik089Hh6+YyHX39AinJAGgsGbx4q7BHZ2rvIc8Ejzn/aXY2tJ59l/UCVhuJQ73FvKuRV2DPbDWUVHaSGRxaUawQuhroaqeRbDb1B8NMmUS9gvBabjx5jCYcADtQYrjPrONquYqE46DsFI5M0dbbomCSNnS8l7DVCg3XqLXpiMbbZhtNWp6lOT8LRkDR5YY+FRSaP42AVFfYUUq30NRwhS9jHAq/SGMtiogIPORZhJeeLyQrFIWPiscgbnKVkCXsyVHz/ecKeioWCQAHHgKC7Cqs3PSf7pBD2GDN5HisVh4gVrjHdc5NGhT3Hpb1oMZyvlLBHuCKeaVzUY58n7FVE1QcqPipNDbUBjFW6N1XckXfxEOK1LSbsY+9gTOyxV/BiU57isBrydHqgYgz5hGvQCpCKivLIuakcMQ5pKNSzFRuLCsIk3UOTpq7CnvLIs9LBZwhsGv1yyBL2xISSJxjQiReez8XyF/BcaZDj7yUEAMHCNbEgzPMGyJPXYqGteZv3r6GJCHXiQpkhi/151npclnhoSGFPr2E5IXrslyfIdbpKBAb5WxtS7XWkF0VDcYqB2KXM46TAIKUHIkaFPT03lVKJsAcdZKtlkB4sjkcAaY8vYosQEsojbQCCJysUBw8wQkLrA45hXBdQL+G55XzceymjfnJDnYEA1PCkWNhr3UP9p8Ier6Z64uMZnMij2uZnLRhNtMvpdJxzGFV4jMutC8qBuhcnBcY0c6IDxosOlkW4omOIPEDIUs/ngSOP9pjrRyjjbOP5xG049ar2UuWN76IcYQzp86VN4ZnSq4rxq+VLhT3OTuD744HGhDmyHWMVMDhZR+hyTdyzfgfhYrTj5PN0XsQDzv0jsFWf4BDlPkFDISmftD2ljFTKTNqQ4LxZMfbcr45niVGPfTFhj96gvlV9Uomw1/VY2OMQUsHfWDRpYc+DZPBCXthMLOzxpLVs2VIeHpacPlwFyw6PAI0eDRuWcCmBWC5kQL43HWNZLlnCvlyyhD0QO4dhQKPI9rSwpxuTCoZMTQakICLwyeBsUzGWt5QyOOoDFQffQQHD60tFHMfcl0INAR0kG0MFq/dAw5sn7DWmlspav1eFfdpzTYVEQ6IGgEJMqYrxuiwaU463lwqZ2Mx0TD/fmQ7FobLU2UTwgKd7fLKEPaSFfClhnwVChnNnxdQj/HmGlVLXUBydE117DvCYMciWd1/qOtLCnvMhBhBRWiHzPuhtoFs7SyTggYrFP/mI54NnHTFPOjNQaMOIEOXaVLCnoVHAK83+6TAbhBLnZDsCJkvQK+UKe64Db2DsJOA+tfywIHTJe/HCPcX7UPfwnDg39TTQaBJLTBr1EPmdbn6cB+qx11A78rgKe0Ia8RTm3Z/mbRaMOt0Po4zyjkCk3dDBtuVSqbCnHuA98b4pf7EhpyFPGMXUHfznenTGk7ShG3voEWMII2bHgVjYI2jyDMSmAvV47ABhnWsnT8bgKOE+EYLkk6x3lTVIl4W6GyMpS9jHS+zEaAjIvzgPQD3zcUgsopd7pR4qBvmF50G7x/4sOguOovUsS1ae1FAb8jztAYYABgflkXaRcqqGgS5qSJCH4lh7rgchqx56NVLjhXKHAcA9EnKI1kK8ph2s9BqokNeYeMq3Qv2g56QnoFL4PnoWivUcxCD4qTfRg0pa2KfJE/a8szidPMx50K8Ie/QVxgV5OjZSG4MmLewZYV1stgka1jieEOHADApZs9HwohHOZFhGYDek9xlBRQbVWXIqRYV93gDDYiDsKaBpLzJedhX1LGlhz/Ng8EZc8Gg0KfDpkIr0wvcRA9fQIJjxMNCdzvfQ+0LIgnpAygVvWZ5nnwZCBQVL3kwkVNJ4emNviAp7GtBYgOtMTFTEsbBvKDAY886rwp4uzVhMxUu5wh5DGsMBQcR90bBmCXvKXFZDyYKHinPTCMTplDnyFXknXdmXohJhT7nm3SHgaNQQ8tpzoOE4LFyHvj8Vm4AxQBqGgAp70jhf2uOPUNd57Gkc4gG5HINxRbnEo80zwAuHwOVzfB6ENLGtem0ItRiOxxtPg4WhmWeUcB7KL+dASOZ5hFTYE6Oqz4BFDQxN19kh+F4dq5EW9vGCmFBxz5IW+CxaT3EeBgpSR6W7pFXYcz1cB9/P++CzihFifNNQJ7GdXke+n/dPWdd03j9Cn+viHHi+i7UvOBh4Vwht9ZqWK+xV/CDAMOD4rIsaCcRgAzMDcX/kUfXgx5DGdpwpeFU1PhlhisFP+8P1UQ+wUH6LeYQnJ3hI1QFGLDkCHKdIXBfRs0M6dTgCGaOG+6qkfcTZxjOblPBeEG2ax3Aw6n3pLEiEySHw0Aul6kEdPMtCXtapejF4cchRTql3OJ/GviuUM3o7NPSEul0NBephygd5RNdxfPIZgct5Y2HP++L7VNjr7wOw4Bijx5h3hv5BV1BO+X7eYXogN3WtCnuuiXMQmgK01zpwlaUuYWUIZo6ll7sc1GPPPWhbpQ6yLGGP0cJ7JW+mQfDH6bS7nAcnM3U49R9tJ+1qY01zqUzFH2fUC19Ana983XzzzRdSJh2+ADlf0J0XYCGlNl4YO99A5W4vhm84nM/cYW0CXqA4b42HtYbh0UcfdV6AyWdfIbtdd91VPjcWvlJzXgi57bbbzi2wwAIhtTR6XBb777+/85VkWJs0eGHiFlpoIedFWEgpjW9QnRdWzgvIkFKbsWPHuj59+sjnbbbZRs4fw/G+Ug5rldO2bVvnK8GwVpphw4ZJHt9nn32cN6pCam28ASbXzX7gBbTzwlo+p/HGsPvjjz/CmpvovL4Cdq+//rp77733ZL1169ZlnW/mmWd2vjFyXlA735C7vffe23lB7L744gvZzzd4zjca8jkL/V6O842fpF177bVyb76xdV7UOS9aJb0YXmA730A5Lwycb7RC6gR0+1577SXXzH/fWIWtznnx6nbaaSf5/OWXX8o54u2NjTfgnBcszhurbqONNgqp+XghXHj3XsjLO/AiwXlRIdd/2GGHyTvcaqutwhHOPf30084LJUlnf55DFux3zz33OG+0Sb7t16+f5IVSjBo1St5jy5YtnW/cnTe0JL1Vq1auXbt2kue8UJc0IJ37oFxSv84yyyxhi3NdunSR9+WFmdyPN+7knXAdXvA5L65kf29oOi9onDcY5LMXYG7nnXd2iy++eDjT5McLdXfvvfe6d999V94Rz2XbbbctpD/zzDNSRngvpMM///zjTjnlFNejRw/3008/SVopyNPU1V5kh5TGZ4MNNnDeSJNnPnr0aHnH5Mlvv/3WeQPMLbfccu6AAw6Q/OSNRbk+8gJ5/Iwzzghncc4LQXfddde5F154wXkDQMrCww8/7LxB6A488EDnxbrkWdpI6h1vHMv+u+++uzvnnHPcUkstFc40Aa6BcwDfhy7gWtmXsr7OOuu4vn37uiOOOMJ5Y0Tuhe8HL+ylPuL81EHkRW+ESrv5/PPPy/3OO++8co/cN9/D/VGneqPcebEu5wHun/rysssuc/fdd5/zBoVbZJFF3IABAwr3xbt/7rnnpMyR3zt06OC8keDOPPNM5439cKZsuC99LuUwePBguXdvXLpOnTpJGt/tBbi0c3POOad755133NVXXy3bvvvuO/kO0rhfhfxJeeYZKkhrngX3qFDG+U7ul/sfPny4HKv1fYOBsDcMwzCaHni+8kJzqhXuF+91ueBZS4fmaM9COr0u4HnjXBqSVwn0rqTHLNUFekw0dIuwomKx9Ayqb6qx9vSAEh6YDq2hJ4QQiLzwKDz3Ov1pOXiBWJjWclJBzzIhcgyYJgyPXiVCjeKZuRTuhx7qeDv5njEHeOeJVtB08h+hsnjSiUagJykGTznhTcVm3lPIG5yH3vosjzS9CHjtY4895ye0Fw88U0Diaac86PURahL31BFJkRcKQy8TPUp4spllkPdEaBLvlrEUMfS04vGnB5/JQtLbs6CXnx71csFjTw9E7EGnxzA9boHeEjz7XDfvLIb3w/gFekj5vQR6LLIWets4npBx1vH8s86xDY157A3DMAzDMIxGxxsKzhu80hPR0OBRJ4rBGychpeGgl6lFixa1PPVNFRP2hmEYhmEYhlEFTB3+G4ZhGIZhGIbRjDFhbxiGYRiGYRhVgAl7wzAMwzAMw6gCTNgbhmEYhmEYRhVgwt4wDMMwDMMwqgAT9oZhGIZhGIZRBTSL6S75VbXu3bu70047za2wwgohNZtLL71Ufi2QX+Tk18QMwzAMwzAMY0qgWQj7o446yl1zzTXuoIMOclNPPaGTgZ8c5ieRN95445Di3Icffig/c8zP+996660h1TAMwzAMwzCqm2Yl7P/++2/55S9lhhlmcHvttZfr0aNHSHGuZ8+eIupfffVVt/baa4dUwzAMwzAMw6huLMbeMAzDMAzDMKqAZuWxX2+99WrF2BcLxTGPvWEYhmEYhjEl0aw89pdffrk7+OCDCwvx9ssuu2yttFjkG4ZhGIZhGMaUQrMS9quttlqtBWE/zzzz1EpbbLHFwt6GYRiGYRiGMeVgMfaGYRiGYRiGUQU0K2G/5JJLurZt27r55ptPvPXMknPbbbe5li1butatW7tppplGZsQxDMMwDMMwjCmNZiXsBw0a5IYOHeqGDRsmC1Nftm/fvrDO0rVr17C3YRiGYRiGYUw5NBthP/fcc4tnHhZeeOFaMfaLLLKIm3nmmd2qq66aG2P/448/uj322MMtt9xy7pBDDnFDhgwJWwzDMAzDMAyj+dMshP17773ntt9+ewm1qSuXXnqpGzdunLvrrrtchw4d3IEHHujGjx8fthqGYRiGYRhG86bJC/uBAwe65557zm2wwQYhpTjff/99+FSbl156yd13333i6d9ss83cHHPM4ZrBFP6GYRiGYRiGURZNXthfdNFFbtttt3UdO3YMKRPz008/yT4MrM2LsScE5/zzz5fP7D969Gj5bBiGYRiGYRjVQJMW9tddd52baqqp3IMPPigx9GmIr2eZc8453WOPPVYQ9W3atHFLLLGEfFZOPvlk98ADD4jAJyb/ggsucNNOO23YahiGYRiGYRjNm6mSJhyP8uWXX7q55porU9RD1vYPPvhA0uadd96QMoE///zTvfvuu27GGWeU6TENwzAMwzAMo1po0sLeMAzDMAzDMIzyaDbTXRqGYRiGYRiGkY8Je8MwDMMwDMOoAkzYG4ZhGIZhGEYVYMLeMAzDMAzDMKoAE/aGYRiGYRiGUQWYsDcMwzAMwzCMKsCEvWEYhmEYhmFUASbsDcMwDMMwDKMKMGFvGIZhGIZhGFWACXvDMAzDMAzDqAJM2BuGYRiGYRhGFWDC3jAMwzAMwzCqABP2hmEYhmEYhlEFmLA3DMMwDMMwjCrAhL1hGIZhGIZhVAEm7A3DMAzDMAyjCjBhPwWwwQYbuD59+oS1Gg4++GC3+eabu5dfftldeumlE21P8+STT7q2bdu6u+66K6TUoOlnnHGGGzRokDvuuOPc+PHjw9ZJzyeffOLWXXddt/vuu7t//vknpJbHoYceWvFxjz32mOvXr19Ym0BeenPliSeecG+++WZYK4+xY8e6m2++ueLjJjXvv/9++GQYhmEYzZzEqGruvPPOZKqppkrWXnvtxAtuSfNCRtJmnHHG5O67705atWol659//rlsz+KQQw6RfbbeeuvktddeKyznn39+IX311VeXz17cy7Z///03HF3DCSecINvLXbw4DkfW8NVXX9X6bl3i7/n444/lvuaaa67EC8uQWh5zzDGHfK83DkJKaTbbbLNk6aWXDms1vPvuu8lCCy0k5xowYEBIzYbrn3766Wvdd7HlmWeeCUc2Dq+//noywwwzJEsssUQybtw4Sfvrr7+SddZZR77/mGOOSWaddVbZXur5kp845sILL5T1Dz74IPnf//4ny4MPPlh4f0cffbSk9ezZU/ZrSJ5++unk+OOPT3755ZeQUpttt902mW666ZJXXnklpEzM33//Ldf5zTffhJQaRo0aJfd3/fXXy7o3jmX93HPPlfVS3HrrrckDDzyQeEMyGT58eDLzzDMnJ598cthanEcffVT2v/baa0NKNpQHrv3nn38OKYZhGEY1Y8K+ifL4448na6yxRtnLmWeeGY6szS677CJi4/777w8pSXLBBRdI2vLLLy/rCHHWr7zySllPgyhYZpllCsfwv5wlLdQqFfaXX355OLKGE088MXO/3377LexRw+yzz57sueeeYa02Tz31VObzY2nRooWcD0Mna3u7du1EzMVkCfvtt9++cG08Nz3+jjvuCHtMoBJhz3X9+uuv4ciJ4fw33XRTWQuCN4v77rtPvuvII48sGIIq0BdccEH5/g022EDWb775ZtmehmfC/Xbt2lX2U2F/+umny3resthii8l+Dck222wj5+YdvfrqqyG1BgyTlVZaSYzAL774IqRODAYl5+BdxvupsF944YWTkSNHJksuuaSsv/3222GPfF588UUxKNj/ueeeKwj7Nm3aJL///nvYKx+EPceedNJJISWR93raaaeJkaR5To3VSy+9NOxlGIZhVDMm7JsoCPtppplGGmVdVlttNfGWxmm6zD333Mmff/4Zjq7hpZdekm0bbrihiPZ1111XBAHnSR8fLzvttFM4Qw0vv/yypLdu3Vo8gHvssUdRgY+YQJS/9dZb4Qw1qLC/4oorQkqSbLLJJpL2wgsvhJQJ++UJ+44dO4qIwTPPeizsf/zxx2SWWWapSNjPP//8ch4V9CrwV1111Vr7qbDHg40gf+ihh2Q/hB3rLPvtt5+kIRY5RsUey8CBA8NVZPPpp5/Kfi1btqxlQBx00EGSfvHFF4eUibn33nsL31PuwrOKUc/8PPPMk4wYMSLp3bu3CPnOnTvL/uQ9RCPPhfU111xT1nv16hXOUIMKf+3lYcEzzvP98ssvZZ999tlH0smXCGzeZzr/NhR6HeR7vPd6TVkL+Zr8E4tzrk/z6cYbb5yceuqpEx2XtZAvsqAHQJ9Rp06dQmqS7LbbbpJ23XXXhZR8VNjzX8EoIA2DIc63LMcee2zYyzAMw6hmTNg3Yd54442CYGT577//JJwhTtPls88+C0dNgPAYGnq8gepxjxeEPmJV1xEZCDVCCmJUDCHsIc+4iJcbbrhB9o1RwY7gUcGh51p22WULaSq084S9hujgmWe9EmEfc/vttydff/21eD05z2WXXSbp6uVEhCI4eX4xhOqwPW/hujCGACOItKOOOqrgAc9Dhf1SSy0VUmrAaCP9ww8/DCkT89NPP8l38P7KWS666KKJrueJJ56Q7+F977XXXvJ5yy23lOfJ57xl8cUXD2eoYd5555V0FdS8Y975VlttJQYrzxSBzDbCcMaMGdOowh4hTU8Ez/eWW24pXLOGjun6TDPNJJ/Twh7otSIMid4uer8WXXRRMU74zzGUNY6n14Hzsk7+yoLwLI7BQ48BpZDPSJ9zzjkzexAIjeI5YQyRR9iX/xju/fv3T3bffXdJe/bZZ8MRhmEYxpSGCfsqRWPrWdS7joc19tYTV4wA5zMhC2okYEAoQ4YMSaaddlrZJxb2hDYgEDfddFPZpuuEa7BejrBfccUVZZ0F8arCXnsq8oQ91wSxN7x9+/YibOKehAMOOKAgZOOwEQTkvvvuK/tw3wg2PqeFvT7DWKgDXmwElo4vICb9rLPOkjSeEWnbbbddQdSzcK1cB/vkocKeYxXit/V4Qkl4P6NHjw5bGw4MA42jpyeCd0SIEGMz9B4IqUGY8/7JRxieaT766CMRpuyvYWBHHHGEXDchPRiTer70gmhuSLgPffcaY49Bw3dhxAA9CSrkNeSGe1MQ9FouNMZeQ3AOPfRQ8byrZ36BBRYoCHu2P//885IeoyE3bM/yzN94443icec8gwYNCqk1YIRyXNZC+NfZZ58tn9M9ZYZhGMaUgwn7CujRo4cIATyjiFREF0KtnKUxxFgxEKUILISNCnM8fbEYYFHvarxoaAWiZr311iukV+Kxj0NrlHQoDgIbIU8aoSSKhrPkCXuNVUcAs17OgshWHnnkEUlbZJFFxNuf57H/7rvvRCwhcAmtGTp0qGxXCF3BWIpj7Ikv51iEuMbOYxjoAGXCLfKgJ4J9MBR23XVXEfqzzTabpMVLsZCcuqKx9fFCr4f2irAQonXKKadIfiJvde/eXfK2CnyEb7x/etG8Rv5h8OzOO+8sglnF/nvvvSfnaSg6dOhQ+G7eEcaLhk/Fwl7XY8++onmRRQU/51FPPUss7DUNYZ4eDzFs2LBCDxm9GQyazUL3QeAzLkFj7nUQ75NPPln4Hrz1pBEip8Ie41qN5HjhXRmGYRjVjQn7CtCY7rosxWbdaEwGDx4sQowYW8QLgmS++eaTazr88MMl/IbPeMwZMEnjrx4/BgTGIr6UsMfjqx77WKgrKuzzlnTcfp6w1/S11lpL1uNQHJ0Vp1goDuELCHWEFuQJexVmBx54oKzHAxVBhT3bWOg1iAfTMsMJ6Zdccklyzz33yOdiwl7fhS4YZ2oYYqCRxnWnBWNDgJjlex5++GExLBDu5I/4evIWHRzLe9hxxx1lQCoiWAeuLrfccpKOuET4I3qZDYZtePV1UK0KT8KpEKzcc7wQHkTITJyWtV+cH8jz5JMtttgi+eOPPwrCPm/h/PHzpeeJkBuuG0MQjzvfQTlq27ZtQeCn8y73yH4MjEWQ07ujoT4shOrE1xwve++9d61zYRTGUD51G99/2223SXpa2OvgXF3X52sYhmFULybsKwChpd3y5S6EaHTp0qXiqRcbAjzu6g1laj0adqa31FlwuD4NN4mnw4whpl+9uZV47BFhaTS+OTYAii11EfaACCsm7Am5uPrqq+V5sDCjENNTnnHGGbJ+2GGHiWDUHhlCf3hW8bSaxNmnBRgCK0vYE55SjrBHtLOPCl3eicIUiqTlzX7UUJx33nnyPXfddZeEnPC9OliWqRV5Doh+QrA0j6engezWrZvsox5sBptiWPIsCb/KE/bE2gPx5azXdfn+++/lPArCOh2KEy+EZTGWgM8Mks3ypOPZV2EfC/RSC2Wf79cByHjqdeBssWWjjTaSsByEezpkRwfZ6oKA59lqjL0a5jrlqoXmGIZhTDmYsK9i8NLFAoAF76MK+7wFIRaDuCc9FvaIagQQYphtiFxCazS+mEGRpUBg6zVmefjTqLBnECaCUgd1VirsQccGlLOoR1RJD55lFht6I/C2qpgiTGiVVVaRzzyrzTffvLA/oVxprzv3Q+gOzwOBq7H6ffv2lXW8toSy8MwaC8YREFbC9yJkeYa8X50FRmfBoUeEeewJ7WI9HaKkITcaY68LzybtsSesJC3s6wK9S8zBnxXOg0jGE08+0dAbXXQGKDU64xmbYlTYK+q5z1uy4ufjKWdBpwONw8To3SFthx12CCm1iWP0WehdUs+8LmpoaV5MG16GYRhG9WLCfjJAjC4etnLmu64PKpp1ths8yMyeo8K+3FlxVNgj6Dgng1sJ3WFQpMbgI151sChiA696v379whlqwAvO8bro7Dcs8eBZXZhuMUaFfXqpi7BnhhnENOEUnAOPrXqgmVVERREhHOkf2sIjzHYG5/IfDz3PIr6mUss111wTzlaDPjuEPCAMWec56NSQGA+NCdNc6vXpEgv7vIWwEoVnR+gXhlPaAELYsi8GjA58joU907M2Bhp6xntTYa9GBz0LhP6QnjUbjpIW9oxz4Pi8hdCjUqjn/ZxzzgkpE8Z/ZAl7ZsVJG6QMmiUEjFAfNahM2BuGYUy5mLCfDOgsLIRepGe+AEIeYu9fqUU9pyzpudJ1ekxCgnQfFaGkA4IG8ZiHCvtKF2KrY9LCnkXDeioR9jqPvXqX6yLslauuuqowbz2hD7HYX2GFFWrNJ5+Fht4gYlWU440/+OCD5Ry68PzzILaffdLz1yPu9HieBzH9WXBMXeLuOV98HPmCUB+eLT9g9eabb8rzwIDhGvBus413ljV4Fsi7XCu9HPrDVizE3NOjg7DXNJZY2HOuhoZBupybgboY1IhzFeg6K5PGx2eFjykIewxRngcGK2MROIZpO0lj4UenNKSnlLAnTE6FeDywvpiwxxhkG/mN58xn7U3S88U/cGXC3jAMY8rDhP1kgJhX/cEbBC0CKibuaq90IV4YiOsmRjsdDx97lxFbCHr1wCNSCSEhjdh7RYU94QwqYnSqR4SapmksvqaV0yOhz6GSUByNsdf1+gh70PCHeGGArf6YUjHimHoFsaxx1DxPDbHJEuYMWtX3zTgIhRlydGAmC0Zg3rzo/AZA/Au35S4McmXKRoWxBIhrfhCL7WrwqPBlkCw9PuQpFerFUOOG/XWWJPKlDhImnR4jBDX5pdQ8/3WB8sB30evAj5PxWcPEMEhY1+Wdd96R9CzU08+CUaMiO28pJew1zxEmFMf0azq9a2mI1SfkDSNSf6AKjz2k10G9+ybsDcMwphym4o8zJgtbbbWV82LDeaHgvKhySy65pKQPHDjQeVEsnyvFi0y38cYbu/79+zsvKt0cc8zhvCB37du3d61bt3YdO3Z0xx9/vOvWrZubYYYZ3AorrBCOdM4LNefFjXy+4YYbnBdm8vnDDz90yy23nCzvvvuupD355JPOix3333//uaFDhzov0pwX5+700093V1xxhTvmmGNkP+CcV199dVirzSOPPOK88HBeSDsv8kJqba666irnxbEbPHiw80aR8waL86I0bJ0Y7plr88ZJSJnATz/95Lw4lc+//PKL69evX+F/DO/CCyP5PNtss7ndd99drkGflxeobtSoUc4LLTfTTDPJM2L91VdfdRdccIEbPny4O+CAA1yPHj2cF3nu4Ycfdmuuuabbeeed3X777efmm28+d8cdd8g+sNZaa7mzzz7b3X///XKfHM/3eaEm/3v37i37AceT5sWqW2SRReS9UIy5zkrwBqXbaaed3N133y3f26FDh7ClhjZt2sj3jx07VvJLMXbZZRd53uTbnj17yvm++uoreRdPPPGE3B/vrnv37s4bMJLuDTN38cUXO28IucMOO0zeszcywxnrD+96lVVWcd5Ac3369JE8yPt5/vnn5d54NyeccELY2zlvzMj72WKLLSQ/6vP0wlvy5iuvvCLrRx55pPMGndthhx2cN77clltuKekwcuRIKdNse+CBB0LqBLwol3f+8ssvyzPgPS+88MKyje8hz7HNC3W3zTbbSHoW3vCTMk358UakW3nllaUcDRgwwK2//vqyT6tWrdzXX38ty/zzzy9phmEYRpWDsDcmD3jumTkEbyzTNDY0eCSzfpE2nhUnBg+set9jL3h68KzCrDGXXnqpeJ3jngFmRYnRgYl1XdIe+VIU89gTRpH1HXjo8ZgzaxDhShrGEC9xqEwcU4/HHs93PGYAr7CGWDCgU+exZ9HZbjSdgbVMi+jFemEfYtA1FAlPP7Pq6Ow0up1QF6hrKA49RXh/gTAVroN75/caYg96evBs1sK0kD/88EMhPIqFZ8T5eX94sPX3FGIPPiE/Oo0sM+c0JPS46PfpL+myMC0k71vX6YnQEBpdmMVG0R+uYuE942HXUJy8Je2xZ3AvvThezMt2BhBrDwyx//SQeHFeOF5/XTkP9dDjldfpWMmzMRaKYxiGMeVhwn4ywyDOxh5Em4a5vRESpUIpYoj9RfTmQdgF50Q0xaEFkwPCGxiYSOhCFkw5yLUyTzuhJ3n7Mf6B7cTAs388+wuClcHH/JAUM5Wk17Ngik3Oo7+cm+aZZ56R49OhWTE63zz7TipU2CPcS4EhyfWlZ+/hF2vXX399GYybzncYNYQdEVrV0JDX+U6MUJ498fw6cJeB34TnKPyuAeMIuJb0705guMSDl1XYM/MR96uLzv2fJez5XoQ9hhBTesboOAa2Y3iXIhb2nI9rTg8+Jt6efUzYG4ZhTDlYKI5hGEUhlGP06NESvtKQoTIxY8aMcfPMM09Ya1wIWWEhfKVFixYhdQLlXAvhW127dpWQG0LfFE1fZpll3KGHHhpSa+A7f//990LIXQzHEaYz++yzZ25PM2LECHfttdc6b0hIWFrWNZe6T8MwDKP6MGFvGIZhGIZhGFXA1OG/YRiGYRiGYRjNGBP2hmEYhmEYhlEFmLA3DMMwDMMwjCrAhL1hGIZhGIZhVAEm7A3DMAzDMAyjCjBhbxiGYRiGYRhVgAl7wzAMwzAMw6gCTNgbhmEYhmEYRhVgwt4wDMMwDMMwqgAT9oZhGIZhGIZRBZiwNwzDMAzDMIwqwIS9YRiGYRiGYVQBJuwNwzAMwzAMowowYW8YhmEYhmEYVYAJ+zpy0EEHuX79+oW1uvHAAw+ET9n8/PPP7uabb3b//vtvSCnNxx9/LMeMHj06pExeHn30UTd+/PiwNnn59ddf3TfffFP4Pyn57LPP3PDhw8OaYRiGYRhGw2PCvg78+eef7rXXXnPHH3+8+/bbb0Nq5ey9995u6qmndosuuqibbbbZ3Nxzz+0WXHBBSWOZa6653P/+9z+32267hSNKc+mll8oxl1xySUiZfLz66qtu++23dx07dgwpk4a//vrLrbnmmm6HHXYIKTWcf/75bqGFFnJnnnmmW2655dwdd9wRttSPUaNGuddff32ivED6b7/9Jp/JL6uuuqp79tlnxaB75JFHxGC7/vrr5V137dpV9mtsMBaff/75sDZp+Prrr92nn34a1hqOMWPGhE/ZvP/+++FT/fjnn3/k/TYVY9kwDMMw8pgq8YTPRpm8++67bsUVV3RnnHGGO/vss0NqNgi4bbbZxk0zzTQhZQIzzzyzO/zww92JJ57ofvrpJ7f77ru7cePGuV69erkWLVqIlxdRfNppp7lzzz03HJXPyJEj3corr+zmmWce99Zbb7lZZpklbKnh4IMPdptssonbY489QkrjsuSSS8o9LLvssu69994LqY0PvRbLLLOMO+mkk9xFF10UUp1beuml5f9zzz0n6T169HAvv/yyW3311SU9zaGHHuqGDRsW1vL56quvRNSvvfbaYswot99+u7vwwgtd79693eeff+6OO+44984777g11lhDRP2IESPE+BgyZIj0bKy//vrhyOJgLFxwwQXumWeeca1btxYjRv+fddZZ8hn2228/N91008lnGDt2rNtuu+3cscceO5HR05h8+OGHrkOHDu6mm26SZ9QQvPDCC3J/++67r1t44YVD6gQoC1dddZXbeuutpTzNMMMMks572Geffdwff/wh6+Xw999/y7vCMMNAMwzDMIyminns68G8887rfvzxR3fNNde4wYMHi3jF+0qYziGHHCIL3vOWLVu6Tz75JBxVG4758ssvxSOYDllRMcz3xDzxxBOubdu2Ey1LLbWUiLc555xTBHx6+xtvvOGuuOIK9+abb4YzNQ54zBFceGoRVQh8RO1///0X9siG43gOpRaEeatWrUS0cb9pEJA8Awyvbt26uT59+ojhhPjmWugZ4fjpp59eQnI233xzEdbp68ObPnTo0NyFnhSEHkYYvQBHH310OLKG/fffX4yGPffcU64JjjrqKNn/vvvuE2OPsKCdd965lqgnZEc9/VnMOuusboMNNpB8gdHA86AHAp588km55yWWWKKWqMdTv8UWW7hddtllkop6wMjq3r27GLgvvvhiSK0f3M8XX3zhfvnll5AyMQjydLmjdwwD9/7775d3eO+998p7+u6776Q3h2dHXsHwwgDCoD7iiCPcjTfe6G655ZZwFsMwDMNompjHvgLWW289EQt4+/Da4ylEnOEdRCw+/fTTbrXVVnMnnHCCeN8RCHgHZ5ppJhFreOhjWEdgIsIBDzKC4sADDxTxx/H33HOPu/LKK0UQFgMvNb0ICJe3337bTTvttGHLpAdv+KmnniqhLtw/XmpEJR5WPM15IK4QyJWAwYBwjMHA4RrwDq+wwgryzjbddFP3+OOPy3Y82lk9CIMGDRKvdzEIKcGQQzD+8MMP7uSTT5Zj5ptvvrDHBLj/gQMHSugN+UNDQxCQ5Ju11lpL3i/Cfsstt5RtnP+yyy4Tg5DvKQbPmPvk+7n2AQMGSN576KGH3CKLLBL2qoEwJAwV7hvDYHKAoXv33XdLL87ss88eUusG97jTTjuJkavPLs38888vz5KQtzR4/Ond2GuvvaScdenSRcLGtt12W3fxxRdLaBw9NpTtp556Sq69U6dO4WjDMAzDaKIg7I3y8KJI/nuRmswzzzyJF4xJz549k6mmmirxojzxYl8+d+/eXfaDDTbYIPGCO6zVxgv+xIvdsJYk3ihIvLBI/vvvP1l/8cUX5XxXXXWVrOfhDY1kzz33lH1ffvnlkFqDF5/JaaedlngxFVIajz///DPp2rVr4oVj0rt37+Tbb79NvEBN+vTpk3jDI/GGUNK+ffvkzTffDEc0LHy/NyQSb9wkr732WtK2bdtkrrnmSrygT7yYlufz3HPPyb5e6Cde9MnnLH788Ue5B87D8/v1118l3QtTOc+1114r6/37909ef/112Z99dT+4/fbbk5tuuinxBpwcw7Lkkksm1113naRvtdVWkuYNN1nnunX9mWeeCWfJh3fK/l6EyjFeLCeDBw8OWycwZswYefa33HJLSMnGGyDyvsaNGxdSGpbRo0fLNR577LEhpe48+OCDcu88/zy8sZV44yes1cYbBsl0002XnH766ckVV1wh17XDDjvIe+AdrbrqqvKZ472RLPsYhmEYRlPHhH0dQNjvv//+8lmF/auvvlonYT/33HMna6yxhixTTz21HI/AZx1hwnopYX///ffLfizLLbdc4Xwsiy++uKSvvfbayfjx48MRjcOFF16YLL300iLk4cMPP5TvPuWUU2T97bffThZccMFkhhlmSHbfffekX79+kt5QfPTRR4XnoMvZZ5+dXHLJJYX1WNh36tQp+eSTT0Rofv3115KucG3sf/TRRydrrrlmsswyyyRDhw4tCPtnn302efrpp0VUcz9LLLFEIT0Ggd6iRYvC97NsuOGGks45WR84cKDsyzqi8vfff5f1UiDYW7VqVTgvxmUWiFK2Y3wUY6eddiprv/qw9dZbJ4sttlhYqzvlCvudd945rNUGYb/IIouEtUQM6vPOO08+n3nmmfIslPnnnz954oknwpphGIZhNF1M2NeBGWecMTnhhBPkM8Ke9eHDh1cs7BFyffv2DWtJsuWWW9YS4HhkEed4uL///ntJS4NHnu/new855JCQWptZZplFPNkNxRtvvJH89ttvYS1Jvvzyy2TvvfdONtlkk+Sbb74JqROEfdrbiVcYrz7bEFT//PNP2FJ/6Bng2vDWI9wRqfSu8D18Hx583gefdVl++eWTI488MpyhBhX2CPWvvvpKBDxGiwr77bbbLpl++ulFqPLuY8GvkB8Q3ieeeGJyzz33JC1btkxeeumlgmceg4DzYngA17bbbrvJ53LByORcu+66a0iZGIzHjh07hrWJ4XlttNFGcp4555wz2X777cOW0tBbQf7DsBk5cmTy1FNPyXqHDh3CHrWhV4DvefLJJ0NK3WgIYc/xvL+99tpLPpNnyJsY3BjEfKZMss2EvWEYhtEcsMGzFfLRRx/JIFfiooFBeMR0MxtNpbzyyitFp7JcbLHFZIAfg1C9wJeY4BgGELZv3955ESLrzMjCHPbphen6srjtttsy9y+2EFPOtTCzDs+BWHPi3Nu0aSOztBDXXIobbrhBZpthYK03bGQ8QUPB4FgGkxI3zRSSXB8DNxnMC/rd3AODXfnMUiz2n5h4PV5j8x977DGZdYXfMsh698TK8269wSAz45BPiNtmkKwXo3JOtjHugHMSd87gYR0EWw4MsGVGHuD7GEtQF5g9ScdwMFCU+PVyYOAy755BsVx/586dZSYinhX3Njlh9ptSM98wxoWBtNwDsfjkA2bw8caXDKplGwuzTGXNvGMYhmEYTQ0T9hXCIEWEqA6EZS5tGv5yufzyywuz1DCrC/8Rw8ymwyA9Ztdh4CsDPHU/BpQyA0o84PPHH3907dq1k0GZTJe4yiqrhC21UUMkC50WsRIwYhiEyUBDQEgzIJJBm9xDuTDglYGL6Sk56wuDKZlakSlEmcufmUzi98NzZDYcRDYDlxnsjJgrBcKXmXbi+eaZzpI54fNm+2Ew9GabbSZGAAYMwh3ByGBoZlw577zz3IYbbigGEYNof//9d1kvFwwt3i0DcZmdh+Pryvfffy//K/l+hD3PE1HM82TGG4wljKdKzlMfMCC0nMQLz73YzELkX7bvuOOOMpgYI433y4Bn8oQuGPAM6mYOe363glmMDMMwDKPJEjz3Rplo6M0555yTXHTRRRLmcvXVV8u2SkNxgHAV4s45joXwnJVWWkkGmWpITpqffvopWXfddSUcyIsrGdTLsXmx+A0dilMueaE4jcUvv/wiYwz4Tm+ASCjFI488IoM2NbRm2WWXlfAmQmAIk+EzMfDbbLONDIZWdP/jjjtOQnrYn7AX3jnpXrxK7D2fTzrppMxQnHXWWUfSspbDDz9c9uFdcm7SGOAaD74txjXXXCMhPey/3nrryfF5MfalQnGAkBMGGJf7/WkYCEz4SikaMhSHcC7GbWTx888/S2hTevCsN8QK40900fLHYNr0Nl0YXMs+Bx10UDiTYRiGYTQ9TNjXAQbKEgtPQ8/CYDtQYX/GGWfIOrPVMLtGnrB/6623kgUWWCBp06aNDOoktnffffeV2HpEC3HhfE7D9+sgUND9MTgQIYh4FSQ6eHZKEPZAjD3PNY0K9eOPP15mO8EAWGGFFeQzy4ABA8KeNej+8847r8TCY9BBLOARwRhurOuSHjzLTDnE4iPkGSeBMUFM/6hRo8IeiczGwrEHHHBASCkOhhzGn86Aw+Bkjie/ZLHjjjsmm222Wa6hqLPmYKhgaDBrTyV069ZNvp88SBlAdPM/C541z0MHDNcHDDGENt+LYAfi/E8++WQZFF0OzBTEtR911FFSXoExFaRhZH/xxReSZhiGYRjNARP2dURnw2FBUDMIVoW9CmyEI+tZwl499YgHnZFFhT08+uijIt7wtiLKEEQjRoyQbVlsuOGGMnVfGh1cW63CnueUJeRJv/TSS+U9MMOJCvVyp7vU/e+9917xCiMUeQcq5FXAMzgXQYxYj9MVFfbaE8M+Dz/8cNhaQ6XCnl4HnXkIhgwZIsczo04WmlfzZrtBDLOdaT0ZREuvRAyDazEeDj30UBG9CuflmWCc6iDeY445Jll55ZVzhT2DVfHuF0PPy/SlxWCgLt/Ztm3bgrAHeq4YBMxgcgZ250Fvl74ThD3fiZDnPknj3RuGYRhGc8KEfR3Au8sUeMykQjgM01QitpgdBUFQLBQHob3HHnuIYI9nxIFY2APeU2ZU0WkvEaOElaSphlCcyy+/XEJnKlmYMpPzzzHHHMkHH3wggpl1Ft4HXnLEGp7dWNgjGBGDOvsLYTXMTPPvv//KOuj+sVDHUCCNEJs0WaE4Cp791q1by3YWRCRpf/31l0ybSo8Aoly35XnWEfCE3WCsMEc+fPrpp+K11h4aZsdJ/04Awhwjk96KLDAsCTWhN4GQnbSgJpxFrx0xrdCbgYAeNGiQ9Bpp7xDhS1lg5LCdmYGKwexB7FfMAGCqUQxWDAr1tMdgrOgUpDfeeGNInRj2I4/ofPXsrwsCv1zPv2EYhmE0BUzYVwAeT4Q80yciRPWHpM4991wRknj78JzHc6IjBhGJCvHYXbp0yQyxSQt7Ba8joki/Lw1TTOI1jYU90/Op2JtmmmmavLBHmHOPdV0Qr/qDWLfddpusx6hQ5z3pdJcIap6PzjOvYhn4oS3S8LTrc1Tvrsbmx0vePPZw2GGHSRz9WmutlWy++eayH3PnM0Uogp4fwsKIYzvbyEN5P1CVN+1pKTBeyLexxz2G3wDIMhrh/fffL3jkY2GPIRsLX8KLeBd5hskuu+yStGvXLne7wjvku/Lmu8c7jyHCc2VcRR7kP+aqp8eE8LU88NyrsE9Pc6mefwvJMQzDMJoDJuzLhJhgBlgyaDb27DYkeF41Xr9SODYOzwAGECJMiZ9m7vlJjQp7fthpcoOwR8gPGzYspBQHwYrHOI6FLwa9NPzCbHyv/HIwRkAs1HWwLAM7Eabx+fHiY/RhKJx11lni0W9IOnfuLAZIXX5ZFkG/yiqr5BoGpcArzriGYqExCj0sDA7nmDR46rmO2MAoBkYAgj2e7x6D5L777hMBj/Bn0DDz7t95551hjxoQ/IRxcbz+yJphGIZhNGWm4k+YIMcoAtNLekEv0/s1J7y4dnPMMYdr2bJlSJl0ML3jO++8I1NxVjIVZmPgBbX8HsAKK6wQUhqe999/vzAPPfPKMx1lx44dZY5/pqSE119/Xaa+PPTQQwu/PzCpYJ57pgDl9xH23nvvkFoapnpkatYHH3zQLbrooiG1fPhdAeaKf+CBB+S7S3HIIYfIlLJMQanPDbxB4s4++2znDaKyzqO89dZbsr83qGSdqVCZ6nKfffZxM844o1twwQWL/v7Crbfe6rxB5DbeeOOQYhiGYRhNExP2hmEYhmEYhlEF2A9UGYZhGIZhGEYVYMLeMAzDMAzDMKoAE/aGYRiGYRiGUQWYsDcMwzAMwzCMKsCEvWEYhmEYhmFUASbsDcMwDMMwDKMKMGFvGIZhGIZhGFWACXvDMAzDMAzDqAJM2BuGYRiGYRhGFWDC3jCMKYJ//vnHvf766278+PHul19+kc+//vpr2GoYhmEYzR8T9oZhTBEcddRRbo011nAbb7yx22mnneQzy08//RT2qB8vvviia9u2rSxnnHGG23DDDeXzK6+8EvYwDMMwjMbFhL1hGFMEzz//vLvxxhvdiBEj5POll17qNt98c3fdddeFPerHs88+6+aYYw630korufPPP999++237uCDD5bFMAzDMCYFJuwNw6hKhg0b5o477jj3xhtvhBTnRo4c6f7444+w5tx7770XPtWNJ598stb5W7duHT7V/mwYhmEYk4KpEk/4bBiGURUcf/zxrlu3bvL5vPPOc6eeeqq74YYbXJcuXdwss8zi2rVrVwid6dWrl5thhhlk33IhRn+ppZZyP/zwg5t55pndwIED3Y8//ug6derkvvjiC7fyyiu7r7/+2n3zzTfSI3DIIYeEIw3DMAyj8TBhbxhGVUEIzLLLLuvuu+8+N2jQILfXXnu5xRZbTLZ9/PHHIuznn39+N2bMGDfPPPNIeqUccMAB4v0/8sgjJYb+rLPOcrPNNpsIfoQ94TiIehZEfosWLcKRhmEYhtF4mLA3DKOqOPPMM92jjz7qXn311Yo98eWAJ75Vq1bunHPOcaeffnpINQzDMIzJj8XYG4ZRVdx///1u8cUXbxRRDxqXz8w6hmEYhtGUMGFvGEZVQYhNY/LSSy/J/3nnnVf+G4ZhGEZTwYS9YRiGIbMFMcvPpOTLL79048aNC2uGYRhGfTFhbxhG1TB8+PBG/zVZZtOZFGy66aYyi0+l3H777TILjy6MN2BQL1N/ss5/1mN4Zttvv737/PPPQ8qkAWHPeIUBAwaElPJ455133DHHHDPRfVRCz5495XmccMIJIaU8GDStz/bNN98MqYZhGE0DE/aGYVQNiK4///wzrDUO77//fvjUuPA9dfku5s/v37+/u+mmm2Q8wOqrry7pr732mqRnza+P2P/vv/8m+Y9prbvuuu6iiy5yu+yyi3vhhRdCamkwCLp37y4/NFYfnnrqKZnutFI4judLfjMMozTUL8xQ9thjj4WUKQvq4oceeiisNS4m7A3DqDrqOo1lNbDWWmu5a6+9NqzVjAVgCs633nrL9e7d23Xu3NnNPvvsYatz99xzj0wN2q9fv5Ayafnf//7ndt11VxH39fHAV8q+++7rVltttbBWPkydWpfjDGNKZvfdd3e///6723bbbUNKbaiHdtxxR+mJm5R8//337oorrnALLrhgSKkNvYM777yzm3rqqWWa5KuvvjpsmcDQoUMLvXgsOE/OPvvssLUGDJuDDjrIde3aNaQ0HibsDcOoOqiIp2QWWWQRN9NMM8lAX0T9scce684//3y3/vrrhz0mcMEFF4jYL2YM4SG/+eab5VyNwdFHH+3++usv+T+54Tq4V4v9N4yGAafBV1995Xr06BFSaoMI3m+//dzDDz8cUiYNb7/9tltjjTUkHI8fGEzD9jXXXNNNO+208kvm/H4Jhscll1wS9nCOGeOpX+nB0+Wnn34SER+zwgoruDvuuEN+MPGDDz4IqY2DCXvDMIwKadOmjZt11lnDWtODH8jil3GB/4suuqg77LDDZD2Ghubdd9917du3DynZ0AOAZx2vf2NAo7fDDju45557zv38888hdfKA94575YfHDMOoH6NGjXJ77LGH22abbdxcc80VUmvDD/zFYnlSseKKK7pPPvlEPuNR55fEFdY7dOjg/v77b3fuuedKL92FF14oPzhIHcF9wb333itjuwiz4RiW0aNHu4UWWki2x/AMDj/8cNexY0eZrKCxMGFvGIZRIcRWN2bF3BBorwWeeBqiLB544AHZvsEGG4SUiaExuvHGG+UznqlypxPl+Zxxxhluww03lEG5rNNQco4s6L5u7Fly8Bpusskmrm3btq5bt27us88+C1tqPPX8uJmGMfF7CArHYRhxHOMQ4uMUBtISUoRxAoMHD5bfOhg7dqysG8aUCD2C8803n+vUqVNIKY7+TsikBkH+4YcfhrWaEBzWCcFZZpllQmrN75d899137pZbbpF17g8Q+OXE0J966qnSE9CYvRMm7A3DMCqEOOsZZ5wxrDVNiB2F6aabrlZMvTJ+/Hjxjpcaj3DbbbdJ7Dui9aOPPip7/AIz+vTt21cE7kYbbSSz/Cy77LKFwbxpdOBuubMO8QNkvIdyQTAQokTDTEwsYUVvvPGG++eff+Q5TD/99G7uueeWXxamB2G99daT4zDi1DghDnidddaZSNj/9ttv0uPwzDPPuNNOO00abWL4MQhM2BtTKhjpDDQnhGWBBRYIqdlovVJu/dLQTDXVVFL+Ff29krTTQ3+/BAcH4n+aaaaR+2QQPnULvQD86nkeLVu2lLoldhw0NCbsDcMwKqSpC3tixLVhQuC//PLL8jmGgWyI1VLjEdSDljWbTjGY5Ya4VLx1iOhVV11V4vz33nvvsEf9YPajSmal2WeffeS/3i/d67zH+Dx6j0cddVRh/z59+sh2uuLZH5HSrl072aZg/NATgfEyaNAgd8QRR7hHHnlEDAgG3BnGlAihe4S6lFN3aLmkF3FygECPPfNKsWvHAUAdx3LyySdLGqGNzDKWFbMPGBDLLbdco96nCXvDMIwqAhHNtJbXXHONiFA80ojMNLPNNpuMFWCwVzHUQKh0KkxCU+gpwIsFeLKLoT0MeMcbg3QI0SyzzCJinbESq6yyiqTxLFq0aOGWXnppWYdSzweWX355GSynz4iZMbJEgmEY2Wj5r6SewVOenpGGHgJ6CkkntK7U9MfpUJu6oPH33377rfwux5AhQwox+JMDE/aGYRhVAqIeTzPTVzIDjnrBEKfxwLBKoMuYc80888wV/zItMfM6Tzyef9aZcjOLyeWpU4ixJ8RmzjnndBtvvHHhNwTwrsX/s9hss83EUIh7NzjfE088IeuGMSXCQNMll1wyrBWnLuUfIb311ltL/abLVltt5fbcc0+Z9pcZaD7++OOwdzYaW48DhB/zqw+E6aRnw5kcmLA3DMOoAvj1WLzdu+22W0ipmR0Hrzkx8jRcaU488UTxZOc1aAzyIq5+jjnmcHfeeedEc93znQwiw1MWN6B0vxP+w2w7TLsJHEvceV6sLbH19CIwtVxjkI7dJfb99ddfD2s168TcE1PLvbKA9iCo0P/3339lOjuFde6d56BzcCMwEPV33XWXrBvGlAjOgHJDFosN4M9jiSWWkPpLZ6PJWoh5L4e0516vh7Icoz0LeWMBNAZ/cmLC3jAMo5mDpx5PFf91UBYeen70iVh6YHs61p5BXAjXUjNREI5DLwAzycQwJSRd5zR+sSeeeaE57+abby6Cnek2Eb6EuKhQjsGTT5wq3i4GlzUGzFpBjPzpp58uYxCIidfZjWLPOqKdqfc0xp6p+jgOkc5xhx56aGHmG7r9Wde5sBlci+EycOBAWSfW1jCmZOjpKmegqNZBjTmotBjpGHvi51nHOIhny6FngToqzzPPfbA9b2pP5r3HSVCsB7De+C8xDMOoCrbZZptk7rnnTrxQDCkNjxduyY477hjWGo9x48YlXqiHtcbDi9RkqqmmSoYPHx5SavPaa68l/fv3D2u14frWXXddOf6ss84KqTXpXqiHtZr1Xr16hbWJOeWUU5IVV1wxrJWG83ljIvHCPKSUB/mC41h69uyZeGEunx9//PHkzz//LGz77LPPwhE1cFz37t0TL+CTK664orAfy9NPPy35YciQIbLvoEGDZL9nn31W1g1jSqZPnz7J/PPPn3z99dchZWIoxyeeeKLUI9NPP33ihW/Y0vhwXXyvF/bJww8/HFJrGDFiRDLTTDMlu+66a/L7778nXbp0Saaeeurk4osvlu2dOnWS48444wypJ++4445a27MYPXq0fF/fvn1DSsMzFX+CxjcMw2jW8HPlTEGms5w0NMwiw4BT5kKf3DHhDQXTXh555JEyVeOAAQNkSshKYE5nZn7Bo83PxlcKU8Ph9cajHg9aNQyj+UP9QjgMs2HRW5YFP5RHL5dCCA/7Mt6lMaHu4nc6Fl54YZmDnu9lFqztttsu7FHT08fvcRCqQy8okwBQX0LPnj1rzYDDtL5sZ8xNHvy6Nj1+TAPcWDOrmbA3DKNqaGxhT6w6v+R6yimnVF2YxfHHHy/zOPMDKpXAM99+++3l11orhRh9urxpxOtyvGEYTR/G13Tu3FlC19Zee+2QOuVBu7TmmmtKWCJ1ZmNhwt4wjKqhsYU900byQ0SPPfaYzMZQbTAQrdIfiKlPvCjCnnfF7BmGYVQvTEF51VVXuccff7zRPfFNEaQ2s5TR49u1a9eQ2jjY4FnDMKqKyfXLhdVAXZ5dfQaBMQuOiXrDqH4I07vooovC2pQHg4LprWhsUQ8m7A3DqCpK/ZKqwtSEbdu2lfhujuFzx44dS/6gCXGYxGSWgtlg9PzMpsJsMB06dJBZWAzDMKY0iEGfEr31wAxl+uu0jY0Je8MwqoKvvvpKpi1UrzPztp9//vm1fpXw+eefl23EyjN4iakaGfT54IMPikeJwVGffvqp7JMFYp2GSedGZr525kKPFwaLwQUXXCDTPHJdxI8z/RmDTC+77DLZbhiGYRgNjQl7wzCqCvXY84NDzI8eoz8yVFfS8eT9+/cv/OKhLuqR/+KLL9yWW24pn6E+ISuGYRiGUQ42eNYwjGZN9+7d3ZVXXunWXXddCZO58cYbw5biHHbYYe6GG26Q4+giZmAXA2J79erlZphhhrCXcz///LPr0qWLa926tfxAE1OzsX8p8O4z0JZrateunQwe4zO/8soPQxmGYRhGQ2PC3jCMZg0x7Ih5fv3ztttuk+kTy4FQnREjRsjgzRYtWuTO7jJq1KhCTD3hPBgS7F8OhOog5gnBeeutt+TzkksuGbYahmEYRsNiwt4wDKME/DAVP0Ky6qqrhhTDMAzDaHqYsDcMwzAMwzCMKsAGzxqGYRiGYRhGFWDC3jAMwzAMwzCqABP2hmEYhmEYhlEFmLA3DMMwDMMwjCrAhL1hGIZhGIZhVAEm7A3DMAzDMAyjCjBhbxiGYRiGYRhVgAl7wzAMwzAMw6gCmqWw//PPP12bNm3cPPPM4z777LOQWjmc56yzznKnnnqqGzduXEitP2PGjAmfasNP1mdx5JFHuscff9w15m+FDRkyxHXp0sWNHTs2pNSQlz6lk/cOmxJ///23++2338JacX7++Wf377//hrUJfPzxx5nphmEYhmE0P5rlL8/ec889brfddnNzzTWXGzp0qFt88cXDlhpeffVV988//7iNNtoopGTzzjvvuJVWWknOg8BdYoklwpb6seyyy7rVV1/dbbLJJiHFuQ8//NBdf/31rkePHnLtMTPPPLNr1aqVXE+LFi1CqnMDBw50b7/9dlgrzsMPP+zOO+88MXiUQYMGuT/++EOu46677nJHHHGE3Ocjjzwi/3v37u369evn9t57b3fjjTe6zp07hyMbj08++cS99tprbtdddw0pjc/gwYPFcGvXrl1IKc5XX33l1l9/fbfXXnu5888/P6TWcPXVV7sPPvhAjMEFF1wwpDYOiPZ99tnH7bTTTm6//fYLqU7eI/dEfn3zzTddr1693Jprrhm2ZsM7nn/++d1ll10WUmrYaqut3DTTTCPn+u+//+S7Nttss7C1ckaOHOkWWGABN/3004eU8vn222/l3k477TS3yiqrhNTScNx2223nDj30UHfggQeG1NKQ55955hl5fjPMMENIde6YY45xo0aNmii9HD7//HN5Z7yvTp06hdTK+eKLL9xLL70kebCa+fLLL6X+pQ40DMMw6k+T99hfcskl7pBDDqm1nHPOOWGrcxdffPFE2zfccEMRs4iEYrz44ovy/9prr80U9YjhunjyEYYInJgff/zR/f777+6JJ55w33zzjVzn3XffHbY6t84669QS9eWAaKfH4X//+5977LHH3Lnnnhu21NC6dWv5nl122UXWEVw0ohgAbIObbrpJPlci6n/55Re3/fbby/VOPfXUbqaZZpJnRTqCmLTllltOri8Gg2uttdZySy21VEiZNHB/Xbt2dXfccUdIKc5ff/0lwirtycZDjjGEYTkpuP/++8VgSxt3ffv2dZ9++qnr1q2bvIM999wzbMkGscn7SfdCcD+//vqrlJfjjjtOeo3IS7ynrJ6Ali1bioCOy1p64Vzzzjuve++998JR5TN8+HB33333uSuuuCKklMd8880nefyggw5yTz75ZEidQF5PGc9xwIAB7vXXXw8pNddw8803Szr5lzw9fvz4sLU011xzjXv55Zfl3On8j7OB76L8l4LzYCDsuOOOIWXSgOHNdWZB/bLYYovJPg3F0UcfLfmK597YjB49Wnqo0mj+oK6nHSA/US5OP/106enSdJw1GNKTAso35XNSUmkvJfmbPIERnIae9Kz0xgCHBOWKejvm3nvvdR999FHhfyk4z5133jnRdXPes88+W9Jp19Pf01zAh4uD0ZgCwGPflPGVbvLaa68VFi/QkqmmmipZdtllk6FDh9ball6+++47Ocejjz6aePGTeBGbHHvsscmaa66Z+EYz8Q2KnGuzzTaTbfFywgknJF6gJl7AJl7gyXnKxQvdZL/99kt++uknOZcXBskPP/yQzDDDDMmFF16YvPvuu/K9HTp0qLV/JfiKKtl9993lPFwr9+srprB1AldeeWWy/PLLJ77CSrywT9Zdd93Eiwa5Ll+RJ8sss0xy2mmnhb1ruPXWWxMvPsJaPvvuu698/0477RRSkuSMM85Itt5668QLw5BSg29Qk4UXXjjxlWxImbSQV2abbbakV69eISUfb0wm3vhIfMMVUmrwgkbu96STTgop9eOZZ55J1lhjjaRLly4hpTY77LBDsuSSSyZeWCTecEt8gyLHeDGf9OnTR/a5/vrrZR/whkvijUr5HOOFslz35ptvLt+ny0orrSTprVq1knXyB+ssW265ZfLnn3+GMyTJs88+m0w77bSJN5YL5evAAw+Ufb1hLOvPP/+8vONZZ51V8ngayhn5g7x3yimnJBtvvHHy5Zdfhq1J4o0pOd8FF1wQUmozduzYQvlML4cddpgce9RRR9VKP/XUU5OZZ55Zylr6fc4///y18i5QDjnPnHPOKc+EfLDFFluErRPwDXyt72HxhlYyxxxzyPFHHnnkRNsPOOAA2bb00kvLvRajffv2ct089zS///574o21sNawnHzyycnaa6+deX7yvxf2ycorrxxSsvEiS56Pwnr//v3DWm14/uuvv37iBXRIqRxvbNbK13nLQgstlMw+++xSZmI43htQcs28H2/cSr3JZ/Ii9SSfqTup08vljTfemCgPeMFbK90b02HvCQwaNEjKJt87KfGGsdQ53qgJKcWhneC5pOsvyulcc80l+XxScPvtt8t1UG/HoBGo873xIf+90R+2ZDNkyBA5jzfiQkoN3A/p3ghN1lprrWTFFVeU/JHF119/Lc+lGG+99ZbokIEDB4aUyrjrrrskPz/xxBMhpTy8oZisttpq8p4rYdddd5UyEud9byRLe5JOrwSuh/u47LLLQorRUDR5YR9DY7jbbrtJIaMwq8CIlzPPPFNEA4VR+fHHH2tVriyIIQQ1hZ51Gt311ltPRNBLL70kafq/rsJeBTwCxlvKyXTTTVcrvXv37rX2LwcqfQTWcsstVxB3eWC88D15C4Kf/4gYGjOWdu3aSRoV2D///BPOlM0HH3wg+7Zu3VrWMVoo6OnjEIgUYBrwYrAfDV9joYI9FpMxCHa2t2nTRv7zPBADiCxA9HC/CB+27bHHHrKu2xXEtYqJchcalRgqy3nnnVfEujY45FmEq37mGhDlrOvCuTAAYuaee+6kY8eOYmydeOKJySuvvCJlhefBMYhQRNvLL7+cbLjhhrVEmaLCHgNRwSDkeIxW4D/CfvHFF5f1NBjSNCyUKcrE9NNPX6txq4uwR7hzXYhv1hH4nFcNiHhRYT98+HC5f54L13r++eeLMcp/ysJVV10lZZ8ywPXQoKfJEvbkffbv1KnTRNvSC/dKw6b1Ft/Nd/IZA4HzIOwfeOCBwj668I7YjkHVGKyyyirJoosumim2EX6xsH/uuecmEjLkAQwczdvUe1zvqFGjwh4TQNhTZzcWv/zyS3L11VfL9/M+efYY+TEq3A855BD5v9dee8kzOPTQQ6Uc3n///ZIeC0POm3U/MdRn3Bv5keN5r0A5Yx3HSLq+e/HFF0UUDxgwIKRMOqg3KAcYMOVAXULdnzYEHnnkEbm/Sy+9NKTUD9pf8n3saIjB+UZ7yDtRcDJwDWeddZaUM5x5GHXFwEDhGMpiXN4ol6STD7g3Nd5pJ9KGGXmHbRgH5H2MC9ZZMAhIo3ywjgMkDXV03D6RP9LtlRqd1A2Vos643r17h5QaqIcPP/zwQl0ew3VvsMEGYa0G2nrO07lzZ3Ggcr68dlU5++yzRbNoPUx+4xwLLrig6COj4WhWwh6RRUZAYCHwEYqIG0QL6fGSZw2TgS666KJklllmEUtUQUBx3KuvvhpS6k5a2McCPvbYFxP2eOQRkOecc07hP55/ChDH0jjA5ZdfLsKMygcvAJa0gmeIimnGGWeUY1jwoqhRpJWQCr14vRyBzXdRKDk/RgRiM+2pB545583yTsXwXhBbeCQbAyog8lCehwBhz3XeeOON8jy08lLhzrND5LGN5aGHHqq1vSHhfWNcgDYO99xzj3ieWPjuhx9+WNJ5/3pNn376qRyjqId/9dVXl0oVTzzH0PCsuuqq8pnzUabatm0r67yHNOQHGiIV5iyIYvbHGGZdn1cxYa+9QzRKeH9jVNjTgJYCAwfjgHzP9atH+MEHHxRRivDGs5UFPVzUG5Q7vo/GTp8LTgHgeM6LuCtl4Cp4WbmnPI8nRkjsqUdwICK4FhYabP4j6LkWyhTrGHi6jy7se9ttt4UzNSx33323fD+eRRXnuiBqKPPxOobVDTfcEI6uEfYYOQrrCAPuN4YGnjxI/X3LLbfIPllGZV3o0aOHGIiUWeq1++67b6LvB8TIddddJ3lWDSYWxAztC3kMbz5plAvN+xiSlKFy6kktJ5pHjzvuOOntShvgCFfKKWJpcvHee++JYYExlMebb74pz4DyzLPjPljXfK89efSUA4Y0bVO6XJCuz7PYogYXzrc0eMjnm28+6YUeNmyY5EkMMHWA8Cw5B8Keuose/3XWWadwbTHUsxzPtZLHtayxP+dCyLOu94cGof2NIa9Rr+BMBNpD3j/vVQ0TPO0cT72TBsOO+9HyRXuYridV2BPNkAXfo8enF87HsVxTVvrOO+8czjKBtLDn/ev+tAmLLLKIfOZ/MTiO/YieiNezHCdG/Wg2wh6vCg3IPPPMIwI3DSIHsU6mKeZhVwHPeeIGe1IJexqwcoS9Cvibb7654DHaZZddagl7RAGfqbC22Wabwv4xVER42PAiIsApxNNMM01y/PHHFwS/NjgICYyIrOebByEOnIOCTpd7FggptucJdiqifv36FTx7PXv2DFvK44UXXhBPir53RAbGSRZUxoQfZaHCXhsgDb3B84R3lAo+Jt7ekBB2w3l1weOHMaZ5FC8914ioYP3iiy8WzyLCPm48aXB5n+yDeAIELMYN+2roDHkBQ5JwKfbNEvaAwOR4bXBVsKiwp5HDK0Z6Gjy7lF/yMCDsaRQQ4mqUYHBxPjxHrOtz4Nwx5DPS6VJGmNEQpoU90LjjeaVMxN48BW8qHmMEHwKAc+KxpMzQSFGf8FkN3nfeeSccWRuePd9J/j399NOTvffeW0Q8ZQ3jTHvGWBAHeeUAkYJXl/PE5RiRQeOedQ+NDUKPOod3wH9AzHEvsWMkJkvYxx58XXgWnId8oWmVNvLkYco/9SHlXnsZECgYZhgK1PPkJzzslNnY007+4d4Q6vqOWCgvpNPzQ/lD3LDO9bGdfE6+L0fYq5cUQUgoG+Uj6zjKIeclHxSDcEJ6lRoLPPHUMd9//31IqY32TGHI8s601xDPOfUP71s91vF2nAcx5Qp7XagD02CEqmOF7+edUx9S7mjn+H51YKjHnAVjIQanCfuoQUOZp62IhT3riGreI2Xy7bffln1jyIOxsAd6NTAQFe2R432nOe+88yS/UR/TDlN/UyfFcA2ETcZOvDzIZ+Rx6hOehzrXyJP6PVnQO0oPBvePocf3xf95JtR77IdDT9dLgRbg3mnjtSeNqAmjYWk2wl7DIChUaQgpoBGm260U2t2GIRAzqYQ9grMSYU+DpZ6tFVZYoZBO1yNiGTFEbH28v4JnANFPQ0YIBQIDqNjYF2OA7VQUwDNE3FcCXlHOhZjJY9ttt5WKMg+EvYYN4WErFWIUw7VTYXEsIStU2Kzj8c4CA4KxDnh30uQJexomnj9LLAoaS9gjyHmf2iPA88MTT0NKXCNpGCdxjDyVK58JRVGoxEnnfmNhz37xQgWPoFABWkzYP/XUU2Ft4lAc2GqrrTKFPeDhU3GIsOdY8iCNBwt5kTS8a5rGol50BWOS78Abpp71LGEPNGicE+GWjrFXYU/oFPuwUCZ5bnzeZJNNRBCq6M8T9vSKsJ13A7EgQmjqGAe8/xhPeWCAsx9jEWIQERtttFHZPQcNCT0MvNM45l6FfV45zRL28brC/fCMeS51BQHPtVB/Izo4H2KDdAw+OOaYY2Qf7aWiHk1DPmMfXSgP9ITR80v5UHGFN5jtCM1y0bzOwrMghDELrq+UYUNexSlFOW4syLNca17PJqKZsCbtcdCeQ3qQcIBQfmNhS/3IdsJIGxLqcEQmzwJPPPUc9Z+25bxDoJ5gPU/EaqgO+5B/yJfcHwY2+SL20LOuQj/LeaSGX2zY4EDDiaHr5AH2yRL2tKO0wwrtIj08MWlhP2LEiIn0DNCuohGoD9EF9AQqCHvW8ZpjPKSPpwyps0UFPfdOu8Nz1jqfe9B1DJ2s64hBX1Ge2F+FfXrcHQYfbV5DaLEplWYh7KksyAAsWcKeCphtZAiFDJa2aPEa6nmosPH8kXlZdCAq3goyHAPr8ASQwSulmLAvNxQnLdSplLD6NQaeBetXry+9/+DBg0XMMAiWAo5oUmFPiA4ihP8q+CloVECVNFgaiqPXwyDPLBBexYQ9IBI4B963cvn222/FC6NdeiwIxawudwVhz37khTTpUBzeCetUXHgY6L5lXUMgGkvYK1SqNAQ0oHQ1806pBKkY8V6px37//fcPR0wA7wmiHiFA5Z722GO8cF4aKW1giD3mfFnCnrJC/qDBokHj+WgDlx48W0zYqxGpYieOWy4VYw8IdbrMNZ4TIc8xKuwpX7GwB+3KT3sgEZSk04BjLJBPMYZV6OM9AwwA1nUwfgwiiG5qtpMf0/DeeN6lBu4BZQnPdnrQJOnEtjc2OE9ovNXIpucEqFO4LjyN3K/Wt3kx5ipcECmcD6GCsCfP0csYe6TrG2MfC3jCGPhevOykI0gQevQI0INC/o73V6jzEIHqtaUOUYHGgkHLf/KnCnvyb7lQt+q58sLMnn76adlOyFAeCGPGgLAf10veKheeDfmbcBbKPevcF+U2Ddupd/Ji7RH2asQCbRPXxJgj6px0iJgKe+rLhoQ6kHtSjzztNSKe8s86+Y77oz5nnXdGmA0hh7HhEfeQ9u3bV9Jor1TYaz2nsfcYeaxnxYVzHI4lrY9ofxHFCGLtTaLHhePLFfYY/FyHLpoH1NDgPbGebrvpPcSgwFFBGaYcqHGlwh7Yj+N5jirYYzQUB6cO+7FQx2uPP5OM4GjkM/ea7nHiOtWoiRc9HkM7TtfQHtpdo240+ekufeGR6Rm96JKp/bxgd75g1lqYix18pVVIYwpA5uj2jbFs85XPRNMCMqe8LwyyeFEiaXwf0wv6hlTmKWeO7IYkb+q9YvgKQa7xpZdekinbgCkcL7/8cucr08y57n3lK3PFM2c9z8WLeJmCjGfjC4/zRoLMFc5+XiQ5X9DlB7s4b7nwTrxB5HwBlXXfaMn/usCxvrFyvmIIKeXBnOMcw7vyFYLkBV+Bha11w1d+8ry9gSDrRx11lEw96BszeX5eADlfecm2xoLpFrt06SLv44477nC+kSnM7d6qVata89pnvTOmy2OKNi8qJ9rOtZMHWLhXLxDkvpjCNI+RI0dK/gBv5Mjz8QaVrPObCFqOvCiWtMaAsuiNWeeFv0xF6kW+842N8w2hGzFihKyTl3lPXsDJvPZcjzeg3bBhw5wXp3Ie3zjL9ltuuUWmb/SNnkxh6g1s2V4JzIXP8Xn4Bl6mf/VGdkjJhmfnBb389oY3xELqBHj+f/zxh+zHPl5khi0Nhxcl7uCDDy6cW/PNeuutJ+WT6R/JM9wz09p6YSjbs2C7F1FyPi8gJI16wgtY541LWW9ovDCR96l449Z5Y1zqdi/K5NrTeBHqbr31VpkSkSmSYbXVVpMpla+++mopa7xDzssUrizkI+rPulCXaWCVtdZaS35jwhv2MlWyN7zCluJ4sSvTpnIvXgxL+eFYykAW1DVeoJfdVnnBLP+Z4tULPnfRRRfJs2tsqJMp194Ik/qfqa979+4tU+6Sx5imlDqN+hq8wJT2cPjw4bWmbOV5MDU27U8WWg7eeustKX+0x8WgHtE8zm+HkF+4vrzzlwLdQznSxRsakk77zjrPmufgDQ5JB+pK6uk+ffoU0sePH5853St5nbqQ+rxzzrTX6A7KCZD/+D7qYkCDsL7EEkvI/XrDQ9IV8oU3qida0B5t2rSRY+P0E088UY7j90yMOhIEfpMEjxDeFbrZAE8lM9f4wiXeQYWuayw8tbbT4MnHKsRbq9106cG1jRGKg/eZczKQC8866eXG2GNZY2GzHwteVzzTsWceSxyLHAse75qmK8xWwbPiudHdxmc8B1jK8cBC4nc5lsFj5YIXFC8Y4HngeF1PUyoUB08nXkmsfsiL7cyD4/GK4skFeijw3GRRjsc+HYoTe+QZ2Y8nwVdAjeaxJ+yG87LgdfSCRLyaeNLw2JPOM9VZeeg2xnPDdWV5PxkEGHvs8borrJMn8fDjlSUvqVcnht4BQjLwZitZoTjkSZ5/Fnjs8fRwrRrTXInHnl4T9dQTgkN+puuc985nXfDicR7yRLo8a3gT90me43p0Sl3KWByKg0efdA3FwctFGIpCzx7PbNNNN5XteNfUq6YL3kM8cLrOM2TfON4YzytpLHjm8TDyznXBc8j3xGl4HhsLwti4lrTnLe7xLDalXzr0hnUdPEv9xP3Q2wh47DVv1oXYA08IBT043kgtXCcLYzE0DCPtsccLyTbes9ahjEei54feUfICMDaEdNLIx+VCXUL+UK8/7z8LPPbkk/Tg9xhirmnrCMWpBGLOiWOmHeIa8NQW+x7Ay0rdkwUee3228aK96XjsWdd6sbE89kBYE9epYw6YTYixKIy1o1cDioXi0EujPZ7UI7HHnudEvqBO4Xj12FP2WM/z2LONd65lXusaXdcegHI99vE60OvJ8XmDZwnNpX2Iw2Pp6VQPPVCXsZ16XUMUaTsoKzG0BTxfvo8xMbSR6BWgriQdPQPpQbbFQA+RjxgDpXW6Qr3KefNCH43SNHmPPR4VfoRJ8YVPrMr4V2XVos7zQOAlwdrEwm0I8AThHeSXYrPwFZx4C/EEAJ513xiLVwAPNxa8LwDOFwTZDvQU4IVUsKyxsPE4YJXjecK6jcESx9rGg+AFR0idAJ5636jKedq3by9eQ34ch+OwshV9bnnPL40XY+Kl1ffiG2f5r56bNLwfvF54HLPwFbFcF+fxFbT8SEglqAedH2LyFa/8UBL/s8DzyDPhfdSFI488Un6RND7eGyThU8OAlx1v+yuvvFLwZrCOJw28MSfetzR48fHopdHygQcH7zbn90azrK+88srSM3HKKafIe/ANgnhvKCvekJDjAI8lP67GsWnSXki8g5w/Bq8p5UbhGK4l6z7ywEOn+3vBLPVAt27dxBNMnmZdPePqiVfvlkK94Q1Qea6+EZO0G264QbzRHTp0kDJ9xhlnFNJ5z7wHev/wmqvn/MUXX3S+IZQ8T/lOo88c+MzxeIK5bsqzevQoS9QT5Esv2CSN7bEHi3SuO067osIf8Wpo+EEzPPeVgvffC+ta3uD4WdUF3gf1MV506hDqWD7jOeT90IvHe3zhhRfCEROgR4d92a51KG0FeYTnrNdGGSfdGzeF+q4UlB9vtMgPE9IrBgMHDiz0uqahR4xe1Ty8kSA9eeV+v0K9QNuj9Tt1P571+rDmmmtKGWLR56YeVp4/3ltt/xoLPOj0CvFcqJO1N5V6LCaun2hn6LVQ+NExynkW3lAUDz0aBOgl6dq1q/PCWtbziD3stLtAr7KmoQ+g3HYj631rT0AW1F/0DlAm8JbzXKijyF98ZuEHLenFJ9/Tuwa0MRwDePzpCaE9oN6mt5jeXSIZGgLeHb0m9J7QE0UkhsL7oo6g/Bp1JAj8ZgGe52Ix9sViq5VKPPZ5nmONv8SSzfNCPPLIIzLNoHpD1Uonhj/9Q1JYwGzHI6NkxdjjgSQNjzveewXvGc8l3j8GjyOefbazxAPh8LbqoEViS/M83YAnFo83PQlxLKjGObPgGUjPSsT3aaxfFjwjjuUesPrxisRguXPvPKN44BnvAc8IXgY8LZyDOEvfUIc9asP1483LGxRWjsc+Rj1T9Z2tBE889xy/fwWvENvwLBHjzEwvxLGCxtjjkSsGnmimW6O3y1fksuDNojzpOufkXPToaJp67okT1bR4IZ6SY/C6pLfxLGO8wJJ98VgB156ejrKcGPssiI8nlpoeMuIz8bylvUBZ4KHyjWZYmwCeevWypQfuKgzI1LKm40PoOUqD5zpv1gfqFzzBmt/5vqxY+rz0NORHvGoseIaLDdQtRtpjjyec90evAR5veln4zD7ULel6N/bQ63rswWdcDz0uwPPPK6/lwPVQH/G+6InS85KunnnqdLZTb9JDE3vsFXqfqKPIl97IqpVXQQfRkk4+LQfqQu5N61S+m+O9GJb1GMoa5y8WY8/YF45nMDYx8pX+gJV67KkHgPvMgnqIGHrqgizwtMYx9jwbzhv39DH7j7bVjeWx1xh76ht6wFhX8NjznbQPmlfjJWuijbTHXnuVmMWK76Ad0154niFjjeJYfeD3PtK9Wd44nCiPkyey6ii86JyfniF6iPicNXiW9DyPffxeGQfHlMD02NPbo72a5CHKBOeJPfsKeZfYee6bckP8PfUU+oVjqCMo0/qZbdqGoHvQP3mgf2inKbe0b9TdHKf1JJNC0Mts1J0pVtjHhY/CyaAi0qn8gC57Goqs6TP55UL2ZckK3WEwDo0EhUAHtyKgCZXgmDhUgYxN1zTiC4GnqLCngCk6OCxrVgcNi8gS9gzaoZJmOwuDcRBrpDPwhgJOZUFBo3LLm7aSSkK7E/U5AWJT01lio0NBLOUVVkbTUwHzbqks02iDxBKHYNGFSgVBBck7pNtS17OgsqFRytuuwp5KjApNZ53JE/Y0JmyPhT0DbLXyLHfRypz8AnRF8v0sNFyE2iDeef7kPbr1CYlJC3tmBWKGljTkrXS4A0YRXfoaWoOg4FyEBJRLVihOHhi3VP7FjKC6Cnud/lIX7RouRZawJ39RDhD0DC6nbGTlyRhEAt9bqbBPU19hj6BHzCPEadyz6spyiIU974Q6gpCiuM4kLIcQAfZLD6JFyJNOPUMepn6LhX0Mz5+JCvLg2XMO9suayEAFPKKR6yC0hjJFGY4FPO+VclNM2PPembOekEDuIRZt1BmUI+6rHGGPkcX3kO8VBBrH811Z0N4UC1lUYY+gIz+khT31LvdOPRBDXkD0Uo8gvrgPyn1enqJd4HtioRxTjrDHOaLtWWMJe9rlrHAYoN0mf1LnaLuJcco6S1qQA20fbRRtEc+IPMCkGloXUy+xD+fiXdGeI/B5XsDvPsT1ui44QGh/4zTKQ6tWrSYyvmkLyIcYGFwnzrZKhX0W3DvOMQ1H0rzIc9JQnBjKmuoAnG2UJ53+UhcN0UHIx+ksxYQ9+VS/G9AiPFe+A0zY159mLex1mksyCUslwp7KWwtsqSWebUdhzm4KCmJLoYDgvUPU0zimPbAIfuKiSWfWHhpivfa0xx7vNjFxWdeTtag3KBb2GBBUEDSwFByECrN+MGqfOX+5Tiou/V62kcZ5KPhpg6Y+UIFRUdZ1zlrEExVplrerHKjIEbK9evUKKROjwp4GDYGuvxOgwp7GCmNCKy/yIz0Amu/YHlfedVkQJ4hz3ikCPy2a1KjMi7FnPW1sZgl7YlHJX8zeQANCjwDHN4Swp0FnLECxZ51FpcKe545BQo8TApxnRk8E74TnQVng3mg4YhCspONtjoU9zw2PP0aPwrzUNLQYpunzKHnCnuvDc12JsN8oNa0logFBSrp60JmFKO2RxyvHWBmF46hfKkE98zxH7ofeBOoOnAxZ8HwR1unZsCjn8UxNxBLzHLPg+WeNC1F0qlCWrB8ciz3zgACnB4/903OVQ3r/GPXUs3AP2juIAU39ikAjn5HfipUT/aE2PJ0qjsinWreSnjUPPT2XfG+eJ17HMnEdWTPiUCewnTKgBoVOxYqgpy5R7ygOgywnAOBgwMtMfZYFwp46hzLEonUSdWYWOFvwFtcX3j/lWg13HEJ8P9dLOs45BDfCF9FYTox9DG0kdYLWxZQz6k4Ep6bxjKkndT0WsJUIe13Swp4ZakqJ2roIe6A8cC3aE5Dlqc8iK3ae60bYo1uoZ3hu5YDBQH6gByE2rjC8qX8x/jgv46mMutOshD2ZMu2NQCAjVPGepkNcskDYk7GyvD/lQgWGQZGex5kGHC8IBbwcMAQQZ1j9sbdDee+998Kn0nA8lZtWFFRinFt/aVa7g0lHkCLsswwWGjMEGxVmQwp7oCLOCrUpB8RTOV7LLPASUzGRR4pB44uxqPetITKx8UZlpJ4zGo6sHpLGhN4RPD1cV96SNiizhD2QvxAeahCwpAULBoAaj+mF8sgx6VAc7ekgn2Xl6zzKFfZDhw6VgdqITgQXgke9geRvhLlOmcaCAc51qcFDnaHb1RPM+RBtiLJYWAOiXs+D2E3/wFRa2DMtJt/H9ZFeibBnfxpKfZaIKNJY2E4aHnDdLwaxj1jg+giFYKkE7fmkrJCPMCYIY2BQfVqQ6IIQ0WvV6UCp/9SLmQVlRo/hmRcT9pRdHaSHYyKG+hPRheGl52NRh4n2GMQL35cl7DEI1FNPPUq+QiRyj5pO3UgoBgKdss/zygIDUMuiCmxEsqaxZIlMyi0COE8ksZ1j08a+oj2blGf2A/3e9HXkebo5N/WLTteYheZJ2heeFSKfdS2DGLQ8N6bn5XwMNo6FPeUt/V7KWbSe4vtBe6GpZ7gOwmBULMbCHs3AfpR7jGM88ojjGNLJFxqKo9CDghGk8P7j9XLICsWpD3UV9jpVKwt1N8+rHNLCnnyIhuJ94NShl4wygeOyGLSr6A48/OlQaIU6muszYV8/mpWwbyqQ+WKx15ygQeEHLSYXGB7E6VcCgo+ZkcrpkcmCiqdS73EpMO7qej31gdks0gZlKehCLeZhxOgjBKGU4RODFzMOKVPi9EoMU6BMES+fFnAKgh4hTiOJcMgLGVPYn/0QvOnwKzxEiAXCt/iPQM3qklbozWI2jKwwDJ0dJ+65INZbY1DxaJYD4yDS3e6VgGDDI8398D/vF27z4LvTHnjEAMJexVVWvDLe4GJCMAueI4Y6x+vsYHng7dcfnkqDmMXYzYP3znHUAfRqMBtTHMqIGGU2HEQggpr8CxoKyb3FMyEBogSHCT9qpPs3FITIIATzejhKgZGE57kuINh4lnh0i4GwRtQr1B/kDQ3rw2HErxKrEEfIVdITWC58D+U7K7wPYY/DT/Nt1hKXZeoDrjUt7ClTeKUJzcN4QNBmCXueAfvqghGIkOUzRiJlO12vUY+Tj3AmVEIlwp68j4FFWeN5UCeRnzFWOQcCn/tioQeH69V6kF5XxDoedBX25HfOkRby2ptEOeU86V5c6kOeHc8i7tmh/PHdPAucruRdDPU8w9MoDxP2hmEY9QADL92lDhryk+4ByKPSaV4nB9ynihddNESoUtSzXcxARnwRIlesB6ASEIGxxxsBTQ9P7EHHMMXIZVscIx/DeRrLsEcE0QtW6XNFwNFbVqlBrTCGghCqeKxXFvS85j2XGMYZ0MvF9K2TGoQ9PQnlkifsFcZ6IPDZJ0vYk1fYRq8axi/Cl94k0nRJGxqEZJHOvpWAsEeQF3MuMgaGHiUEPHmCXsXYsEDw05OvxrUuDNrVkEMccNorggGCQUDvL0ZdPIkFcL54LFw89TXPlDBYjksLfo6jRwVBr8dq7L1Rd6biT5ggxzAMwzCMZsj7779fr6l363t8c+eBBx4oOpXo+PHjZepLpgKevY4/NtUQ8IOUn332WWEqzTRsHzhwoEy7yZTX5cD0lo8//vhE+3uDR37ck2lemfKS5+NFftj6f/bOBF6L6Y3jB9lChKyFLElUliIkiiQU2SJrSERlyZadrFmSytKGkpA1aSHKToXITtlFkSz1T2X+833uPLdzp5n3fe/avbfn+/nMve+cWd55Z87ye57znDPLw/5rrrlm/jTDTGvJlMRMH5vpOL6f6YwbNmwo+1a3qS6LhQl7wzAMwzAMw6gElPsXVBmGYRiGYRiGkR0T9oZhGIZhGIZRCTBhbxiGYRiGYRiVABP2hmEYhmEYhlEJMGFvGIZhGIZhGJUAE/aGYRiGYRiGUQkwYW8YhmEYhmEYlQAT9oZhGGXAggUL3MCBA93ChQvdd999J5+///77aKthGIZhFB97QZVhGEYZcMghh7jffvtN3sa4ePFi16BBA0l/9dVXXbVq1eRzcRgwYIC85XGVVVZx2223nXxP1apV3Y033ihvyzQMwzAqP+axNwzDKANq1KjhnnzySRHbMH78eLfVVluJB78keOCBB9zUqVPdSSedJOceN26c69Onj/vss8+iPQzDMIzKjgl7w1jJ+Pfff12vXr3c2Wef7Z577jm3dOnSaItRUkycONGts846btVVV3WjRo2StOnTp7ttttlGQnLwqG+++ebutddec1WqVJHthWH+/Pny/Dh/165dJe2ss85y++yzj7v22mvdxhtv7Bo2bOjatGkjnw3DMIyVAwvFMYyVDATgTz/95NZff3336KOPugsvvNDdfvvt0Vbn/v77bzd06NB8wWgUjjlz5rg6deqIqMY737ZtW3fooYe6n3/+WZbVV19dPPVff/21PANEfmE544wzJNSG79p+++3dSy+95JYsWeJGjx7t5s6d61q1aiVee7ZfcsklRTIeDMMwjIqHCXvDWIm4//773Zdffpkv5MeOHeu6dOkiIvSKK65wf/31lzvzzDNdx44d3amnnir7GIVj5MiR7tZbb3VvvvmmW3vttaPUkmP27Nluiy22EONss802i1INwzAMw4S9YaxUfPXVV6527dputdVWi1Kc+/zzz13Lli0dVQHC/o477hCPsFE0GBSLF/7pp5+OUkoWBsmed955JuwNwzCM5bAYe8NYiSBswxf1sOOOO8r0i0899ZT7+OOPTdQXE0JhShPOj/FAGI9Revzzzz8yjmHevHlRSt4MRqeddlq0VjIsWrTInXzyyW7YsGFRSjLNmjVzEyZMiNYMwzCSMWFvGIbQuHFjt+WWW0Zry1NaHuiiUN5nemnXrl30qeRhZp2tt966VMJ8jGWstdZaMthZYcAy40569uwZpZQMa665poj7bHka4X/ppZfKOA3DMIw0TNgbxkrEiBEjxAupC1MkQt++ffPTpk2bJmkKs+jgxX/99dejlNIFT2nz5s1lxpcrr7wySi3IpEmTZIDon3/+GaWUDxi8Sgw8U1uWFqXVI4BgfO+99/KXjz76aLl0xG2cmTNnul133VUG6pYl119/vYSWlRb8noMPPtitu+66sk4IFDMNMTA6Fy666CKZpYjykwl6BJg5ab/99st/toTEEWrlgzF3+umnu2uuuSZKMQzDWB4T9oaxEsHsLMR/I+iff/55d9BBB0k6XkNmyGE7Is2HeO5vv/3W3XbbbVFK6cI0kd27d5fPO+20k/yPgwGy7bbbumOPPdb973//i1KN4oBwP/roo12jRo1kYaA1DBo0SNaZTYl84MObc4866igZl1GaxkwSm266qVzXL7/8EqWULG+99ZacH0MNCFXjt/r8+OOPYoQi+uGdd96R8SqkP/zww2699daTWaYy8emnn8p/ZqLi+7755hvJ1/vuu6+8WMyfnYrykK3nDEOiffv20gNH2S0MXDPHsfAbDKMkoaxSrozSxYS9YaxEbLDBBvICI950ileQEAAGz/bv31/id5ma0Y/BJ+2FF15wDz300HKx+aUJscxrrLFGxqkgmdkHryZixCg+hx12mBs+fHj+dJy8sRaYB79FixbyTPRtuUD+Ie4bAXrggQdGqWVH586dRcBijCT1JOTKKaecIr1Duuy8886Szm/zSeopue+++0Ss7LLLLnL/6EHiHQZMP8pUp5dddpnbcMMNZV+MZs5/zDHHFOiN4l0GQDl75ZVX3OTJkyUMCCNqo402cjfffLNszxXKzWOPPSY9AfS+Zesx8OFe1K9fv9DHGUY2KBO8uyPeE6UweQNloLDGaElAWXvkkUfkzeBJ8LI/nEk4v3BmpME7SnCQsD/vLfGhV47JDj744IMopRRhVhzDMFYuWrVqFayyyirB/fffH7Ru3Tq46qqroi3LCIVbEIqcIBQkUUrZwTVts8020Vo6AwcODELxE4SVbZSyYnnuuefkvoYNVJRS8myxxRZBaIBFayVPzZo15TeEAjV4/fXXg9AYDMJGKtq6jHvvvTfYeuutg1BARillTyjog1AsBKH4jVIKz88//xyEQjZ/+fHHHyU9FPJyH7777jtZv+CCC4Knn35aPsMff/wRVK9ePbjiiiuCUKwHNWrUCEJDWI4JRUCw3nrrBQ888ICUI/joo48Sv6dx48ZyTJUqVYLQSJX9X3zxRUm7++67g3fffVf2A9JDQytay0xoFMs5Zs2aFaXkxm233SbHzZw5M0oxjOIxe/bsoGHDhsEJJ5wQLFy4MEpdBtsPOuggyXdrr712lFo2PP7441Km+O4HH3wwSl3GddddJ9toC+vWrRuE4jz4/PPPo63LmDFjRrDTTjsFq622WtC5c+cgFPDRlmUceeSRwaabbhp89tlnUUrpYMLeMFZCevXqJZUVy0UXXRSlFuSbb76R7YMGDYpSygaEFN978sknRynpcI3VqlULhg0bFqWsWCqDsKfx5Tfsscce0hi/+uqr0ZaC1KpVKzjttNOitWQQs+uuu25w6623Riklz4033hhstdVWwe+//x6llAwq7MePHy/riPR99tkn+Pfff2Vdhf1uu+0WbLvttsGJJ54o/2ncEeQce9JJJ8m+mdh+++0lr6+55prB+uuvL/ef/2pgjR07NtozEAO8Xbt20VpmkoQ9zxLRgWGRxuGHHy7HmbA3SoL//vsvaNOmjdQXaUyaNCno37+/5LuyFPa//PJL0LJlS/lelriwVyOX64dff/1Vfgfi/IcffpA0uOyyy2S/vfbaK/jtt9+i1OVB/FetWjU49thjgwULFkSpJY8Je8NYCXnyySfzK7M0QXTnnXdm3O6DkKWy8sETStr7778fpeQGQorvvemmm2S9a9euQaNGjYI333xT1uPsv//+wVFHHRWtFQ5EE4ItaXnkkUeivXKnMgh7PFiaN4YMGRKlFgRP/hprrCG/N4333ntPnh3nOffcc4N//vkn2pIdjDueAYabrqcZb5988ol8B97yNNjmny8XlixZIgJYhTzrLVq0yBf6cN9994lQ1uWGG24QT/yff/4px+bSm/Hpp5/Kf4ygL7/8Uu4//7nWJ554Ili0aJFsp3eifv36OXv7koT9cccdJ2mjRo2KUpbn4osvln1M2BslAZ5r8hM9fJkgn7NfWXvsgfqU7/aFPeUdTz4e+DfeeCNKDYLjjz9e9r322mtlXT36lE2cAdmgTLP/yJEjo5SSx4S9YayEIEioXFiSuhWhZ8+esj2bsN9vv/3Ec/n2229HKXloKA9CFKGTK1deeaV8708//RScccYZ4sHMJOzxYhZF2P/999/i/eTcLA0aNJBwCr0vW265ZYEKPRcqg7CnW5zfwL3AK53EQw89JF7lTEJZw3hWX311yUu5CnvySu3ateUamjZtKkKWdbrAk5gzZ47smxROhhhu3ry5LHjRyaf8LyqEfF1++eXRWtly+umnB/369YvWCsI9w4ii92rXXXcVLySfuS8q7A877DBZZ2GbhgINHz5cvPT16tWTXgKeK/v4wh6jiPxw1113ieChB4bvWJFhWEbFAOcOvXZff/11lJLMihT2lC2+2xf2tD+k4cDwGTBggKS3b99eyhahoKxjNGPM49DIxNKlS8VgYP/SwoS9YaxkEDtN401DToV0yy23RFsKghgjtCCTIKP7FOGGGNd1RLKK/EMOOUS+I5M3NY5eF//xkCIkMlFUYR8Hz+y3334rlTMLPQ6FpbSFPaEUNDRDhw6NUkoe9bKzjB49OkotyBFHHCGx7ZmgSxphn22/ON27dw86deokQp5rIMyGHqakOH/AgET4Jwn7s846K9hwww3zDRS8/uRXuv4rGhgwaXTp0iVYa621pDeB8uI/QxX2PXr0kPWOHTsGX3zxhaS98847EgJECAGhAeTfuLAnxp97SBoGQYcOHcQA4DtM2BuZwEmAgwQDPRvlTdhraFCasCed/fnsL6uuuqqMS8sUknPmmWdKPVRa2Kw4hrESEQocmf/77rvvdmHlImmZ5h8PRYHMnJPE77//7kKjQN6AyowBvL2WGQ1CUSzT/hUFro9505m9h6n+mCUkFBvR1mSKM38686AziwEL87b7M58U57ylBbO/LF68uNSmlmT2o7Fjx+bPcvNA9J6DOMyUkw2eI9fLNJmFYf/995fv1dkxeNMr00z6M/L4xF8kpfAsBw4cKLPDVK9eXWa7YdaXUPi6IUOGRHtVHNLuOWXm3nvvlWlimXef2at4LwXTwfponmEGnx122EE+M00ps99cfPHF8sKzNm3aLDelJ8/iuuuuc7feeqvMhPTGG2/IDEl8B+XUMNIIjUOZBaewdUBZ49f72dByuHTpUmn/YM8995QywRTBvOuCOpRpcNMo7fthwt4wVhKYT/vII4+U19efeuqp+Q142rzY2d6eyjSTP/zwg8zV7b+xlinNOnbsKN/H1GC84KdmzZrR1szw4imEyj333CMv4wHeyPnNN9+4999/X9bjFPWNuL/++qvMG55pefPNN6O9c0PnJK+IINjuuusumartggsukDSmgWMKtzhMMZkNfS6FfQtvYfcnv5Bv0kDUT506Vd7cyn8WROnKBvPwg5Z7BD3CK0783RFMt+lPQXjCCSe42rVrR2uGsWIhP+q7F5KWr7/+Otozmf/++0+mfC4OOLaaNm3qOnXqJFN2QrY3SeNgyOa0Kiom7A1jJQDx061bN1evXj15iyzwJks8fHjlmZ83DmK9WrVqqV5b9XKoEFMPd9euXUXsP/PMM+6TTz5xdevWXU4sMKcxlaG+BEnB67FGNH89n4FK94gjjkgUE8wVzAuqevToEaXkziabbOJGjhwp15C09OvXz9WqVSvaOzeYk5x54LlvFYkZM2a4c889Vxoa7j1zrvP86cVIersrv485n3nTbho8P3pzMOzS3kyb5ilDqA8ePFg+c9zHH38sxmISel7e3JoEz2P33XfPX5hXfsqUKdHWlQfuNeUQzzw9drmChxJP/Ysvvhil5HHTTTdFnwwjMyuy9zObs4V3SvAujjhp9YnWWbwgL+k47RkLgiB1XvxSvx95ETmGYVRmmIqP+L86derIgEI48MAD8+NpGVQYn+oLiHdu3LhxtFaQqVOnyrEMBGJwnQ54ZECqrhOjnzTAknnq9XtDoyNKLTh/PYP62If5wCdPnixpcZi/nDn5ywsMQsw0rVtxIeade/L8889HKcWH8QTMIa2zPACz0PBs+C4GiSWRbbpLtjMgmQHQxHfHYTAn8+CTxxSmVm3UqJF8d2gYSB4irpuBmiNGjIj2KkjadJeLFy+WQbMcr3mQwa/MJc37DyoLxNRzf9ZZZ538uHim4mOwK8+PGHuNpQ8NeXkWoZEv+1199dWyz/XXXy/r0KRJE0kbM2aMrDNrD4N2SWOhDmHwNPfWMDLBBAVM51oRY+ypP0jj/RL+BBM6fuW8884LevfuLZ91OkygPJJGDH1oBESpBSntGHsT9oZhpIJQQGjr4Ng4DBKl0kaMMaATEaHr55xzToG5fn04DtFPBZhW+WWDAYAIOgRgeaEiCnsMKAwxFgYPA4Mwmb6Rly+RPm7cOEn3Yfo6riXpRSzA+xHIB8zAlMTuu+8ux/uz3SDsmWVJ525XoZ92DoxU7nemqfQQsjvssIMYKJyrIg6czQbljPnzGdTKc2NmHIQ89xcRrsKedcqzGgCAgaXH6Rz2LMzZf80118jnZs2aSTnl/rGOsfTSSy9FZzCMdO655x4p48wykwnyMHmrrIU9s9TsuOOO8t1x59Yll1wi6cxnD0wkgWHLLD9MSavz0jOvvdaDTLrAMcxelgbOBSaGKC1M2BuGkRE883hQ49NZFheMhVxmvUmDt30yGwielfJCRRT2RYX7fsABBxR52jbEJR55zlFUmH6R9xhkAwMgbVadygIzkDz77LNi5GD0Mi8+vTE6rWV8XaH8MRsOwp45ttmHBaHCM8Lw09lvWMfY01l1DCMbKtgzvTuBOd1x0rAfs8pgbOby/pSSgJ5KvpeF2aH8KY7pcWAGMIQ8vcMIcua1p5wp+t4PjBecILywjvW0qWkxBtiOwVNarMKfKCrHMAwjEQavXnLJJS6sxKKU4hGKBpmJY+jQoTkPrPW56KKLZNATgz3LE8wqQtw/MwSVBqGgd23btpXY9rDxi1JXHAyOPuigg+SaevfuHaXmBmM7GJ9BvDcz4RQWYmf33ntvGYNBvKthGOUT6nrGVU2cOFHGuCTBOBrGVzGom0kLjjnmGBn4XpowgUIo0qO1PJg9a5999onW8mLlBw0a5ELDxNWvX1/qrHhsPeOJGJzOBASMYwuNX1enTp1oa0E6dOggY1YyjU8qLibsDcMocxjMywBbpuYrCgzoZIrDKlWqRCnlg5VN2MPs2bOlUWNayqpVq0ap2WGqRQbV6tSahYUZKNq3by+GhWEY5Zd//vlHZq9hqtWVedA1xkuTJk3c+PHjCxgPJY0Je8MwjBKitIU9XnEaRr5jq622ilINwzDKN/Sw4u1u3bq1zIi2skHvALONXX311eKcKU1sukvDMIwSgPneEfQ6/Wc22H/ChAnymeMeeeQR+ZwJwk94EVGuoj7bXMqGYRhlAdNKjhgxwh1++OFRysoFdfFVV11V6qIeTNgbhmGUAIQXMe97Lm+F5Y2shBKddNJJEtPJZ14Kdc4558iLS9LQOZRzgRAV4j15SQvnp2Hl/59//hntYRiGUXbglCjKmKrKQLNmzeR9LGWBCXvDMIwSRD32vITEfwMiC4OwgBdZ8fZW3oLKfrwsjDRiMNNeaqLo+RcuXCjn8M/POumAEcD5iXunR0DfKDtt2jTZbhiGYVQ+LMbeMAyjGPz8888SVsPbTPG48wrztJkfFEQ8XbI6kAp41T+zRjAweKONNpI0WLx4sQhzBDpvg2Wf5s2byzaO9eP5CdFp1aqVfGZWhhYtWrjhw4fL9dE7wOwNzESkxxuGYRiVCxP2hmEYxaBBgwYy7SPC+5RTTnE333xztCUzCOx33nnH7bHHHvLafkQ6s7zERXf//v3dlVdeKaKd6d+YNi6X2YAefPBB99hjj0lvAGK/T58+8p9pS8vbbEKGYRhGyWDC3jAMoxjgBWdefWZ6OOOMM6LUkgPv/oUXXiiGA973WrVqRVsMwzAMoyAm7A3DMAzDMAyjEmCDZw3DMAzDMAyjEmDC3jAMwzAMwzAqASbsDcMwDMMwDKMSYMLeMAzDMAzDMCoBJuwNwzAMwzAMoxJgwt4wDMMwDMMwKgEm7A3DMAzDMAyjEmDC3jAMwzAMwzAqARVK2P/vf/9zjzzyiJszZ06UUjJcddVV7p9//onWcuezzz6LPhVk7ty50acVxxdffOF495j+z4UPPvjA/f3339HaMtLSDcMwDKM0+e+//9y8efOiNcMwslGhhP1XX33lTj75ZPfEE09EKek899xzUiHkwvPPP+9OPPHEnPeHMWPGuEaNGrnrrrsuSlnGvvvu6zp06OCWLl0apZQeY8eOdY0bN3YjR46MUpybP3++a9OmjTvmmGPcnXfe6Q466CA3e/bsaGsy3NsmTZq4E044YbnrbtasmRg//Gf7Rx99FG0pGk8//XT0qfDcfffd7sorr4zWig/P8cMPP4zWstOlSxc3bNiwaC03Jk6c6K699lr377//Ril5pKUXhhdeeKHAszcMwzAMY+WlwofiPPTQQ27jjTd2Z599dv5y3HHHuSOPPFJEqM/333+f6JlHsGIIvPzyy1FKHv3793fvvPNOtFaQ33//XQyBunXrRil5sP/MmTNL1MOdqQfgmWeecR9//HG0lgci/ssvv3Q1atRwPXr0cG+88Ya75JJLoq3JvPvuuyIw27Zt61ZbbbUo1YmnBKF/1FFHuSuuuEKE8KWXXio9J3FDiO9ZddVV3RlnnFHgefgLRsbRRx/t6tSp4xYtWhQdmTs8pzvuuMNNmzYtSklm6tSp7v3335fPP/74o3vvvfdkwSjkOlq2bCnXigHE86dnIxe4nxyfZNDxPX/99Ve0toyXXnrJXX/99fL9yh9//CH39J577nHTp0+X9WyGID1E/H5/PwwdjMh+/fpFKYZhGJUH6unq1atHa4ZhZKNCCvu4mEZk77333u6ss86SZZdddpH0nXbaSf4rt99+u3jZ77vvPjdw4EB34YUXyn/tAUCQ4rkn7eKLL3bdunVzhx9+eKJH96mnnpJt7du3j1LyQFAjvC677LJ8gVwcDzUed645ySuLGHzllVfcRRdd5I4//vj87+HaoGfPnm777bcXQwfw5PPbkgQkx2yzzTZyPnoAdOG7Fy5c6Dp16pTvKR83bpz0nODFT8J/Fgjw8ePH56+3aNEi2mt5EKkYY1wjyz777CMGRJytt97a7bHHHtFaMvTCcLz+Bha+Gy85bLfddiLSMQAw4LbYYgtJVzBg9Dr8RY+Pb+d58x3kh8WLF8s+cfz8iKBXIwBj8IgjjpDr++mnnyQtjXPPPVe+y2fLLbd0p556arRmGIZhGMbKyipBrgHYK4jffvvNffvtt/J59OjR4ik988wzRUATElK/fn35P2XKFFe7dm3ZDw826YgnhJDSvXt3SUPIValSJUrNDgJx5513ls/77befxKx//fXXIg4xIgYPHux69eol52dfYtLxfG+22WbiYcWDftNNNxUQZIRQXHPNNdFabrz++utuzTXXjNace+CBB0S84ym+9957xVC54IIL3Kuvvprv0UZMfvrpp/JZQWBj3CicF681ISYYNvyOgw8+2G2++eYi4hH0fBdpw4cPd4MGDRJjZ911143OkAdeb4wueiuqVq0qaYjVn3/+Of8aMFDwMLNwLh+MKbzxCPwffvhBPiPgub7VV19d9jnwwAPl96aNb1Aee+wxMRLohTnggAOi1NxBuMdF9vnnny/5ACMHgwBBf8ghh7h27dpFe+Rx2mmn5V8vkF+HDBnibrnlFunNwVOPEXnYYYfJ7+Pe9OnTR57L1VdfvZyR4YNhwXfy3CkLrVq1krxIKJVhGIZhGCs5CPvyzJtvvhl07txZltVWWy1YZZVVgqZNm+anbbrpppL29ttvR0cEwYwZMyStX79+UUoe3bp1k/R///03SsnjjTfeCH755ZdoLY9nn31WzhOH795www2DUPgFoXgOQvEo5wxFW/DJJ5/I51DoyzaW66+/XtJuvvnm6AwlRyjwgiZNmgSvvfZasMMOOwShUAwef/xxuU+HHnqofH9ocMj3h2I8/5riv7V169ayTyi0ZT0U7LJ++umnB6GQls8sofjP/xwaD7Kvz+effy7bunTpEoSGgCw77rhjEBo4+euhyJV9Ro0aFR21jB49esi20DCQ9fXXXz8IDQD5rISGgpwzG6EBIcdzTcWhb9++8p2hMRFUr149OP744yWd+8y1hoZD8OCDD8r2OKSHxlwQGpGyr7+QF5csWSL71alTp8B6NjbaaKMgNADkO6tVqybPPQ75MzQwozXDMAzDMFYGyn0oDmEdeJdZ1MtOnLam3XrrrZKGl1TDR+LhMdnACxqKsGjNiYc5NBrEi42HNQ6hD6FwdrvvvrsLRbGksS9ee7zmoSCWbSzai8D2koQ4dUJcCOPg3IQjEbYSGhAS+x6KvwLfH4ph9+eff8pvI/Ze4bhJkybJZz+WH68wvR143AGP/V133SW/cYMNNpDeiOIQ70VIg+vT+HgWwldCw0RCbVg/5ZRTJP4yNACjI5bB79WY+KQFjz7xm3jnk+B+kL/4vjjbbrutW2ONNeQzz4CeETz6s2bNkjQgPIbnwTUA4xXOO+88+Uy+4v7SC0LvE+uEN3E99Ez50DvhXzfjREIDTc7L/QgNuwLbee6EiZEvsvVsGIZhGIZRiYgEfrkHz6t6PqtWrSqe3I8//li8oqQV1mMfCsPgww8/lHT233jjjfM9+ZyX/dq0aZPvPVbw2NevXz9aC4KHH35Y9q1bt26w3377BZ06dSrg6R82bJhsp1egJPntt9/E+37DDTeIJ/mtt94KbrzxRvH+NmjQQLy6jRo1CkJhL9+Pl1t7PNQzD6GBENSrV0/S+/TpI2nqsWcb/5OWTB77UHhGKUHQvHlzuTdKKNSDddZZJzjxxBOjlGUkeey33377/N4ZltCoCkLDokAaS/z+4rHfaqut5B4988wzct7Jkyfn91qwrLfeepJOXkjitttuk+1fffWVrKd57GHcuHHBmmuuKb058TyD1559v/vuuyA0AORzy5Ytg1deeSWoWbNmUKtWLbme0IiQbc8991x0ZB545v3r1qVjx46y/4ABAwqkc7x+R2jcRGcxDMMwDKOyU2EGz+I51UGfxLkTu87MN0z3WFSYDhLvJzHNoYh0999/v6QTow7EgYciVD77EOOt3tGhQ4dKGt5dZibBG46nNG02nZIiFJAuFOQy6BXPL1NVMpiWa6dHY4cddnChsSMediAufsmSJeLNJ44eiF3nt4QiVdZ98NgzkwuecXpK8NhzPLHgaeh9Y1At3nTi20OxL2MM1MPOWIAFCxbIfrmw55575vfOsNDzsOmmmxZIY2Fsgw/vOlhrrbXEe60DU3fbbbf8nhTuA7MA4UEn1j0O3vVQ2MusS4ylSILxDqFxIJ+JdX/yySfzZxFKgkG/bGNQNTH2xP7j6acHiGs69thjZb947w75U6/bX7TXhOftpzO+RNP1+gzDMAzDqPxUCGHP4EDEJ4MOgYGpI0aMkLAFhWkfdYaSTPPcM80ixyHmvvvuOxl4SygHIklnkyF8gf0Q/mlwDTr7DjCAtkGDBjJDDcKV8yMcSxMGcTJQl2vndxOGhOgFhL3OypMGYTmE1yQNJGbQLLO8MNsOgp6BnaxnmkNewz4wMDAEfIMBYU+aTikan9mopInPRMT33XjjjdFa3uBYhL+GxvgQwoMxwCxKhMcg7rm/TM9J+A2fCZ3BwBw1apQM6GWgLVNoMqhWBxUzhejll1+eH+Y1YMAA2V6tWjVZJ4yGQcKarwuL5leuVWfr8Snte2wYhmEYRvmiQgh7xCTiiRlDgHnrmX8cIakx7n7Mdlr8Nh5lPLsqeDkPs9UE0cRAzOpCPDUClPMnCV7QGHtEYceOHSVN49bxpOPJL23oqXj00Ufl+xCO/guouH689VwHBgf07t3bNWzYUIwaYvMBDzGe/iTw6mOgMBc8vRnTpk2TGYWY8QaDBsMhDsKW8Q30fKgnHQ87hoeuM6c7nu1MBgLTjHLtTLNZHBDeCmMfEOjMtU/+QJxjuGHAxUHYY8gQI4+Ax0DDMOE+NG3aVPbhvnMv8eoT34+wR/TjMSed45o3by7PQkHAE0+PocRzYWpR8jDint4MNUjx/nPeNM8/sD+zRZ1zzjkyexD3nnh9jAV9M3Pc828YhmEYRuWm3At7xDYCCM+yeuiTPJx4RvFgs6gBEAcR5XsxOQ+CDaEFiDVEHetF9aICXns8szq4koGWiOqSBIOG72Bhqk/CXzSUQ2EQrw5+RYgTNsT+hKQkgacdwcvc9xg1fMbDjvHCcfpSJs6J4ROfxx5BirGhBhHz5ifNy45hwcBVve9xENBMtVlc/HnjeQbcM6YDJcxo7bXXlre+JlGzZk130kknyWeOI089++yzEtZCT4zmM8Q7EF5Eb4YPx5FnOY6B3YBhxH6IcI7V9wtoOgYHBgU9AxgEmXp8mC6V/NW1a1cxevfaay8xmuglKM57EwzDMAzDqLiUe2HPzB8IFp3dJQlEWlIsvA8ebF4cFPdiMnvMKqusIp5l5lVnRhLEP7PxFBWEIS97AnoJcrm+bDA7DJ5un1133VXCOvDeIlLxcmOoAJ544tP1vjEeQWOwN9lkE0lLAnHZpUsX2QdvMJ5lFcjaE8J9RIASeqQQLsU905mJWIjxRth/8803BdLx/jPvOnPNx8G4ImSGOf7x/BMOU1g4N8ag77EHxmlwPbyBmBAbnlNhQMyTf8hLiHXOQy+ACvc43CP18AN5mdh+wne4RowMoOeIe8U4CHo16CVhO/kmCQw5jFeMT/IqAp/QNAw7RD4QXpYtFMswDMMwjMpFuX9BFYNSET4wY8YMEZO85Ei9ncQXI/zx2Gt8OQNCGfjpv6CK7by4Co+yimxexERYzSWXXCLrgBjEI63e6ThsR5jqC6t4gRbClRCPuDGABxxxzSBLYvkVXlaUKcwiCcJtEHwcS9w7IpP4er6f7+F+8P2ElxD6wkuTHn74YRF8eJ8xMBhUSdw7+/njAxjginjHw8w9Ubh2ekkYZIsXHmHKm3AJx9EXUGWDe+m/oCoTPDeMBjWKkkC4sp/G8ydBGAu9Ddxz4ugBDzlimPsBCF96Da644oqcewfwoPP8EdbAs0gT9T7kPYwKBtbSGwFMi0moDqFA5LV9991XjCgN7UqD47iniHZ6U7baaqtoyzJ49oj9JMPJMAzDMIzKS7n32KuoB511xQ+TQfgTi80c7oQvsOAR9WGedryheIJ9zzlvOPVF/eTJk0Wgc3485ISssD1u++BVxjOOwENkIx71vIRIcDzec7y7eF55S6hCjHVhRT0gILlenQkFIc588ohLrhVPLzHhXAdeXHofeOOpH2PP9XTu3Dnnef75HVw/hgu9AknzuRcVRC7PjHMrGFmZRH0u6Gw29GDwXFjHe89vxyDACMQQwpNOjwDfScgS9wfDLw2eG/eSc9BTQlgOx/Oc8eBzf/DGJ6Ex7wpGCdfDs8Jgw9Dq27evePgxrNLusx6HJ5+8qqKeXghi62HChAky8NkvN4ZhGIZhrCTgsa8o9O/fX+bnXrx4cZQSBKEgC9q2bVtg7nCdxz4UcbLOnObvvPOOzKHOWzobNWqUuOhbbHfffff8+d9ZHn30UTkPhKJR5jBXmE/+ySefjNby+P777/PfSMu88v71lgXMQ69vnk1amKffJxSMcq06j73yv//9L5g1a1bwxBNPBFtssUX+/fDnqQfmcE+6nyzMFR8KbPnM8+PdACeffHKw7bbbyrmYb3/BggXRmbLTIsubZ4877rjgoYceks+hISTf07Fjx2D06NFBaFBJusK89gcddFD+77r00kujLXkwB3xoKAZnnHGGvOGV8zBHPOf54osvgq5du8q8+np8aAjK7+TdBkCeO+KII/LfvxAaFME999wjb+LlnQqzZ8+W/ZTbb79d9mNue37HokWLoi15b5INjR75zvhxTz/9tNwXvpvr5Bya9w3DMAzDWHko96E4FRkGMRIWUdbgQaYXg1CPXGCQK+EgeK79EB0fYugJ6WGwJvP7x2E787QzUwv//RmFOL9OfckbUYszMJZeCzzgOj9/EsS+09tALwf/s30fA6Z5n4HuxzphLHjTGeiKV59Bs8wnnwQDVqdPny7748Enfl8hdIb7pgNhGVRLD07aYGp6fAghI+xJ4+W1hyXTcUBPDcWZ/ei9MQzDMAxj5cKEvWGUc/xxJpkgJIcQIXsplWEYhmGsnJiwNwzDMAzDMIxKQIV4QZVhGIZhGIZhGJkxYW8YhmEYhmEYlQAT9oZhGIZhGIZRCTBhbxiGYRiGYRiVABP2hmEYhmEYhlEJMGFvGIZhGIZhGJUAE/aGYRiGYRiGUQkwYW8YhmEYhmEYlQAT9oZhGIZhGIZRCTBhbxiGYRiGYRiVABP2hmEYGbj//vtd48aN3eDBg6OU8sF7773njj76aDdw4EA3fvx4d+GFF8r/kmLhwoVy7kceeUTW+V+S5zcMwzBKnlWCkOizYRiGEfHHH3+4Y445xr366qtuyZIl7oYbbnBXXHFFtHXF07p1azd37lz3008/uZ9//tltvvnmrmrVqu6pp55y9evXj/YqOvzeO++80y1YsMAtXrzYrb766m7rrbd2Bx98sOvXr1+0l2EYhlGeMI+9YRhGAuuss46I5DPPPDNKWfF89tln0Scnon7KlCmuWbNmsj5u3DjXuXNn9/TTT8t6cfn0009F2HNO6NSpk9wP89obhmGUX0zYG4ZhJICHulq1aq5GjRpRyorj5Zdfduuuu66rV6+eu/766yWtSZMmbtVVVxWxvd1227mGDRu6G2+80bVo0UK2F4Y///zTnXPOOXK+Aw88UNL2228/d8YZZ+R75x988EHXpk0bd/7558t6rtDbQdgQXn/DMAyjdDFhbxiGUY4hFOaCCy5wO+20k2vVqpX8h7vuusv16tVLQoWmTp0qYwEQ+U2bNpXthYFYerz/hNooeOgxFBDynJ/vI+2ss86K9siNQw891DVq1Eh6Fr799tso1TAMwygNLMbeMAwjA9dcc43Em6+oGPvHHnvMnXDCCRJHv+mmm0apJQfeerz9DA4uirc/DTz13bp1c6ussorr37+/6969u3v22WfdyJEjpbcBJk2a5B566CE3dOhQWTcMwzCKh3nsDcMwyjHEzONJX3vttaOUkoXZbvCka09AScGsOjVr1nR9+vSR9TvuuEPi9fHgYyD17dvXHXXUUTIY1zAMwygZTNgbhmGUY1577TXxqBPvXxowCLc0WG+99VzPnj1lrAJUqVLFXX755W7ixInu888/d6NGjXIjRoyQ3oiVAcZGMNOSwj04+eSTo7WS4ccff3SbbLKJhGxl4txzz5WB0YZhVD5M2BtGBeevv/5yRx55pPwvK7755huZNx0hYVRsmP1mq622kqkyy4LddttNRD1jAw455JAodeWCcnP88cdLGSpJttxySzEA69atG6Uk07VrVxk/gZFlGEblwoS9YZQTmH1k/fXXl5lJWC655BJJb9eunazXqlXLvfvuu5Km4AFkphL2wUNaVmyzzTbun3/+sQGRlQB6BBo0aCB5rySZPXu2zIajy4cffrhc+ldffSVpPrNmzXLbbrttmRmNM2bMKHB9ccaOHeuefPLJYs3qo8b3BhtsIOv33XefO+yww8TIycbSpUtlrEIuszMxHeqcOXPyp0BNA+Hftm1bd9ttt0UphmFUFsregFgAAP/0SURBVEzYG0Y54bzzznO33HKLfEbYXHfddfKZ2GfW33jjDbfnnntKmkKXOm9FPfXUU6OUsuOee+6RwZxXX311lFL5wGjRN6/i2S5rvvvuO5kVpyKCWL7yyitlRhwWnSZz0KBB+WkIXJ/vv/9evPgHHXSQhJSUBUOGDJFradmyZZRSEMrfxRdfLF7uovLDDz+4Aw44wL3yyiuy7r+PQFm0aJE77rjjZKAxMKgYgx0DB6M/mxceXnrpJffvv/9Kbwj1wsMPPywDojEq+E8do3Dut99+W15wlgn241wlNbCaGZY4HwvXq+Ao0HTGXxiVj19++cW99dZb0ZpRajArjmEY5YOZM2cG66yzTrDKKqsEX375ZTB+/PigZs2aQSgMoj2WETb8wYYbbhj8+eefUUoyH3zwQdZ9isqsWbOC9dZbLwjFb5RSeQgboSAUfAWWiy66KNpaNoQCLVhjjTWCI444IkopechfW2+9dfDHH39EKSVHaJgE1atXl/xMPoQnnngi2GCDDYJJkybJurJ48eLgnHPOCXbZZZcopWwIDTa5vtAIiVKWJxQjwfrrrx+8+OKLUUrhqV27dvDUU0/J52OOOSYIBa58Vg499FD5jnvvvTeoVatW8MUXX8h19enTR/6PHTtW9gsFcBAa+pKmS7du3WRbaBjkp73wwgvBO++8E5xwwgmyfuaZZ8o+yrx58ySdMpyJ0OCQvE9dU1KExot89+OPPx6l5DFgwABJb9++fZRiVBZ+/vnnYPfddw+ef/75KKUg//33XzBt2rTgqquuilLKjr///lu+e+7cuVFKQb755hvZzkKd5vPrr7/mb/OX9957L9ojjxkzZgT16tUL3n///Sil9DBhbxjljH322Ucat5YtWwbVqlULBg8eHG0pyI477igNeSZeeumloEqVKsUSJNk466yzpML+3//+F6UYJUVZCfv99tsv+Pfff6OUkoV8TH6+5pprpFFs2LCh5Ms4kydPlv3KouHzuemmm+R7hw8fHqUkc8EFF4jRgQgoCnXr1s1v7BH2V1xxhXxWEOv33XdfcOqppwZ777138PLLL8t1nX322fL/zjvvlP2WLFmynIjACFABjnhg/6efflocBW+++Wb++pgxY+QcQDrPPk3M+CC0S1LY62+LC/tXXnlF0h977LEoxagsNG/efDnjUpk9e3bQtWtXefZrr712lFo2kAcpm3z3gw8+GKUu4/rrrw823nhjKbPt2rULNttss+Dzzz+XbYj63XbbTY6NL9TbcW6//fZg0003DT777LMopXSwUBzDKGcwBSAQ+0y4y+mnny7rPoQ5ECaS6WVBdPffeuutEqMbNvzyP1eI3ec7dEAusdDEIidBqEIoxiQW2ShZ5s+fL7HdvAW2NCH2W2evKWk0Pz///PMS+x027vlvt/VhMGconN0OO+wQpZQNhK1Atrh0puj8+OOP3TPPPBOl5A5hXITUMOgceJ76vcA23idALD/TmxK6wwxCXFNowMs+Ggq22mqrudCQLrBwzwjZCkV+/rsWjj32WBcahO7www931atXl3XGLyi8zIzzb7TRRlFK2cM1+DzwwAMyrWtooEQpRmWAdog2hBfhpZFLqFlpwPi1tDLAS/vuvvtuFxra7oknnpD8Sh1FuaHMEi7HfwbB84JAFg3pS6qzL7roIhcayVIWmQ641IgEvmEY5QS8bFj822+/fZSyPKNGjRJvPmEEaRCqw3nYr3PnztKFnwuhmA/2339/OZbQCLxrhAjgtUgKCQoNDNn35ptvjlJyhzCApk2bFgh38Re6ZVfmnoDRo0fLvfU9rSUNXts2bdpEayUPIU38BpZOnTol9gzgyccjPGjQoCil7Nhmm22kl4zr+v7774NQXCaGp+Apb9GiRXD00UdHKctD+eB4FsqRQigcnnXCX3S9VatWEpKiDBs2TMqpLoTXsL966PHIZ4L96HUIBX4QCqngtddekx4f/c81KVwnz53zZqM0QnHUY3/ddddFKYHc/8aNG0uYllF54LnSdhBilgnyGXmirD32cPrpp8t3xz32mj506NAoZVm42LXXXittrIYYKh999JFs79evX5RSEHon2D5y5MgopeSxN88aRjkDjyYD+oDBZUmD1pin+uuvv06cVUTBO8ig21NOOcWFFVaUmh16AerXry8D/fBO4s0IKy+ZSi8JBngyS85NN93kLrvssig1N7hG5vIOxXuUUhDOG4oVt+aaa0Ypy/Piiy9mnLd73XXXFY8lAzNhnXXWcaFIkXV6G9QTmgTfX5YvUGJ2mi5dukRreV5uZi/hPy92Kg2YbYnZWZ577rkopWT59ddf3WabbSafefMsszjFGTdunPw+8hu/Nw282gwEpTeJXih/gG0oPuV3hA1vzr0PEyZMkMG69BYwnz4DRckPlLkXXngh2msZZ599tnjUGQQYh0HBPXr0kMHknBePPL83bVBuKGRkoGxJT3mZC3gaQ2Gf2HNCzx7X9Pjjj8s+rFP+KUO//fZbtFfeftwj6gl/TnzKFW8SPuOMM/LrDHoKuHfUV6GokXIXGqvy/ZRfmDlzptt+++1loDIeXq6xY8eOjjci89+omPDmbvLH9OnTpT1KIzQA3FprrSVLWU8YQF4lz7LoRBS8OXuNNdaQuoSyqpDvSYunK7yvonfv3tKLTX5OolOnTu6dd95JnYmr2Ii8NwyjXHDPPfcErVu3Dvbaay+x6llPAm/edtttF60lw+A5znHLLbdEKblBLDQexZ49e8rx2byoxfHYlwR4hPA8VvQFb2sofKJflUdl8NiTV/kNLKeddlqUWhAGhoYGZMYBvAsXLpR4/apVq0qMPut4oadMmSLbQ3Eu33H33XfLei7owFR6pnbddVcZi4LHjYHrSTCYPTQmorVl4NELjc/g/PPPl3XKzxZbbBHsvPPOBTz3FYFQWMs9YeAtDBkyRNZ9j/2PP/4YNGvWTNKJG/YhD5O+ww47yLp64hlk//vvv4vHMjSWZZ+DDjpI9gHOQxrfR+8FdSC9lqwbFZf69etLr2w2ypvHnsH8pMVj5ekZS0pXqEcYI5MJ6vPVVlut1GLtTdgbRjmBhhRRTwXHzCFUHggZKpI4hOIgyBAQaVx++eVyDrrz58yZE6Xmjgr7Z555RtbTwn6KI+y5tu7duxcIQXjjjTfyxe7XX38d7blyUtGFPV3VGKA6MC5tkG4uwp58wjn69u0r6yoOdRYNFfaFmVWDsBqOYUFQZBtknibsGVin51l99dWDOnXqBJtvvrmEsDAbSEUCMc3vICQQMEwQ9SrsqY/UWGNgoa5j2OhMP8cff7xsZ2Bi79695fOll14q20BDcXxh37ZtW0nTZxI3co2KCcL+yCOPjNbSqQzCnhl/2OaH7iTx7rvvyn6lZbTa4FnDKAfQVU0IDl2WdP8xjzcvnCIURwew+tSuXdvNnTt3uRdW+TDQh65PujgZhFsYuB5e9w8MwiVkJtt89YQxFJZJkybJnNUPPPBA/tK0adP8ec4ZZJTU3WmUf3jvwh133CFhNr169ZKwmddff11eoJTE77//7iZPnhytLQ8hMKCDcXUu+KIOumOAeCgwZeAwc6vz3w8pSSI+2DMOL3ziXLow+E7DkCoqhLL54UT8JuoT6ifm9v/7779lnXqGcJqiQgjUFlts4TbeeGMXGoMZQ+SMigWhV6UFIXT6/oOkhbCYsoI6qkqVKonhhmWJCXvDWMEw+w2j7In1VZHiix8EdVzcMxPG1ltvLTG8abPdIPwR9rz0Jim2kVH7zAhADKtCbDCxsMymQcxwvXr1JP6Y6+vevXu0V0HYTmwz8eiFhXjp//77L3WZNm1axvj6igqxlRgu3H9eXETs+IqAGGlmdcg0u1JRYAYlGjcEH3Gm1apVE4MVMN7ikPeJ9fdnivHBOCB2mxkpEODKzjvvLHmV+8dLnABh6LNkyZLEN8si6hH3vOTNj4Vl5o6bb745WlsG5ezLL79c7vygafxOxkkgenl5Gy83Q/BWZPjdGF0K9RU0b968wLPgHmKI8ywee+wxmb2HuPxcIE6f+HtijxFijB/iezAayJ9GxUbzTGlwzDHHSP2Vtuy7777RnoVjlVVWkfFlQRAUGFuibXO8HqCcMDZuRc80BSbsDWMFg5XP6+V9AcvAMjwRVEwIAzz3cXr27CliJsmjDwyaRdDTE5D0Zlr1eDLoVUHoPfroozKoj4Ft9BwA4qdJkyby2QdPPvszjVdlFOClRZ8+feT5ML0hnt1M08BVNBg0dsEFF8g0jRifgChHuAODocePHy+ffejxwbDkDaTZePPNN93s2bPdVlttJYOhaVBZ5zsYjO3DNu0B8nsENP/zvbyBleM5L4M3W7duLdt8MAIQoJS7ON26dRPPNr1PiFG45JJL8t8iW5HQnjf1mOOhT6p/1Aur+2lPivZq4C2l/tDz+b0dcW+8rsc9u9xrHfRuVExwVlG25s2bF6WULEcffbQYhGnLPvvsE+1ZODBMGciPY2D06NFR6vI9h4rm76T6IQkMB53KtsTJi8gxDKMi0qFDB4nDzxRrnwZxfgzu44U4RYGYSGITwwY8Sik/EKtN3HgoCqKUZRDjXZox/Ly0hJcwJb3sJAkGWabF0IcNisRillaMPefl/HxPScFbiBnUyhIafpJGbLqmsYwbN07SfRhYyVtqNYY+jsbYszD9KvdY11nIx/p9Pvfff3/+PjpeBHhBE+NQ9IVTDBolFlgH48bhBVUHHHBA6guqeLHWsccemz9Va2hQZ32ra3mEcs2L73Sa3H333Vfi67l/jJUgLpjPDG597rnn5Fmwvueee8o0m6xzrD9e4eGHH5axHMTUd+zYMahRo4Ycs+WWW8r4H2Lyie0H6jK28WK9wgyENsonjz76qDzP+Jum4zAFK/sxVuO3336LUssGHd/BeBAfBtIzWJ/ywDSyTBnNywJDI365Afbk4aT0JKhnGINTWpiwN4wKDINPmzRpkjp7TiYmTpwoI/iTxFAuIM623XbbIh9fWiC8eMshgi4O16ozDrEgJHv06BFtLTmYtYX5uLPNKMT84oid+fPnRykFQQQxWDNte3EpDWFfHBDaiMKkPMVgNowx3thK48k6Qp2ZbZ588snEQbnAfpQPBuXF55zOlbfeeksEa1m/FXdFwivwud8IfQbS8pk33DJ4UAU8eYeZjvx1DCz2i8NsOGpQM+BeP+v59R0ZS5culfSiPiujfEH523HHHWWwexrTp08Pttpqq/x6uXbt2jIQtSxgPnr9XoT5bbfdFm3JgwHgbMNoR5Azm82zzz4bbV1GLrPhAPmb8xWlzc4VE/aGUcHBw3XZZZcV2mvPMdlmAckElVzSC6tWNLyC/6yzzorWloHwY9o1PJB4jdlHxQgexUwg1PHcaAOQtPAiJh8qbl5+lPZcmPUDr3OmV/rT64Cns7Qob8Ie8MzznNKEemFBWHTp0kXyRVHAUERo0OtgGEbhQbgz3SkGckWEXljtbUzrTWCmus8//zxaS4eZpHCIlWavhAl7wzAqDXT34oXH2xgHIwSB5gttPOoI23bt2kUpy4OwY8o2Qo623npr8eoQoqBC/+STT5b1uICnN4X9mQowDh5LQg/ovqWxwOucxMoo7BHiTz/9tNy/koCQs169ehXZUCA0h0a7pAwNw1gZISSH3mVC7lZWaJdoP/yQwNLABs8ahlFpYLpBBgwzW0ocZvBg8CQzlig1atSIPqXD4FZmBGJqUd7Ie+mll7r77rtPBlmuv/76MhCWdf+8wPfxFllmCAlFf5Sax1133SXbmQkkFPYyAHRFwW9gJpfyAtPFMVuSP+NKcWAQ5xVXXJHz22jjMOiWAXpFPd4wDOeOP/54d/755+e/VX1lgzdwM4kFM2Uxk1dpYsLeMIxKAa/5Z+70+GwFCuJZZ2aJk2ku9P33319eOR6HmTyYqnLDDTeMUpaHaRyZtYjr8kHYM9uILsxcVFyYWQcBytSOzDrDetLsM3GqVq0qs8tkY+HChXLOadOmyUwluZ7fMAwD2rdvLzOorYwwtTGinpl2SptVcNtHnw3DMCosTLO4xx57iGckaa7xOIsXL3YtWrRwCxYsELGaDaY73HXXXUWEX3nllfIynb322it/+rM02A9PTdLc6JmYP3++a9iwoRgVV111laQxvzeeY95RALzIB4/7Rx99JPMnM5c487Xz29QLz9zwzK+eBJ5xXkY2ffr0KCWdQw89VOZw1vNvvvnmcu/uvfde8cYZhmEYKx7z2BuGUSnIJrDjEJaDJ33YsGFRSmaYX/27774r0ht2dc70woBo5vu0NwExr/Ox63LhhRfKNvY76aSTZF58PPC8fIwQIuaR5zyZ8Hs48KYRuuIvakQg6uldwIAA3nlw9913F+m3GYZhGKWDeewNw6gU/PDDDxJSkovHfuLEia5Hjx7uueeeSw3PicObNjEGeNnKJptsIp54PhP6MmDAANerVy9Jj5OrZ1/BK//444+7tdde2z344IPurbfeks/ZoDcBbzqedMQ956FHYvTo0QWO//nnn+Wtq4h+XubEm4fZLxsdOnRwI0eOlM/cXxX8L774orzMzDAMw1jxmMfeMIxKhf+GyyQQ58SiE+/oi/pMnmf17iOGVSSr5/7ggw92X375ZcZY+0wx/HF4MyuDPfHG8wbXXEQ9jB07Vrz0/oIHP348sfEIejzvXDve/Vy444473I033igDhTk31zZq1Kh8D75hGIax4jGPvWEYlYbDDjvM1alTRwanJoGnnsFLxLzrgFVEKsYAQr1z586SFgdhz7kJPdGBtISm8LpyBkXxyv0kzz8zQJxzzjniId93332j1MwQOoPRwXiB3XffPUotORgEi/GAV//EE0+MUg3DMIzKgAl7wzAqDcSIP/TQQ+6DDz5wNWvWjFLzIEQH0R+fehK22WYbGUAan7LSB49+3PPOAFeE8mabbRalFKRNmzZu0aJFbsKECVGKYRiGYZQeJuwNw6hU7LLLLjJPMGEjPgx+HTFiRLRWEIR9y5Yto7WSAUNht912c6+88opMmWkYhmEYpY0Je8MwKhVMe8lgzjFjxri99947Si17mG6yadOmrm/fvvLSJcMwDMMobUzYG4ZR6WCAJ290nTRpUuoc7qUFc7yfe+65MmiVmHzDMAzDKCtM2BuGUSn56aef3Lrrrlvmwp4XWfHSposvvtg89YZhGEaZYsLeMAzDMAzDMCoBNo+9YRiGYRiGYVQCTNgbhmEYhmEYRiXAhL1hGIZhGIZhVAJM2BuGYRiGYRhGJcCEvWEYhmEYhmFUAkzYG4ZhGIZhGEYlwIS9YRiGYRiGYVQCKrywf+utt1zPnj3dt99+G6UUjt9//91deeWVRT7eKDk+++yz6FNuzJ07N/pkGIZhGIZhrHZtSPS5QvLyyy/LGx7nz5/vvvzyS1nfaKON3CabbBLtkZknnnjCXXTRRXL8EUccEaWWDQjZjTfeOForvzRr1sx9//337osvvnDvvfde1uW8886T1+k3aNAgOkMeDz74oNt0003deuutF6UsY/z48e6ggw5yW2+99XLHJTFhwgTXpk0bV6NGDbfNNtu4N954w9WuXVvSjz/+eLfOOuvkdB7DMAzDMIzKQqUJxencubM744wzRDy2a9fO/fPPP9GW3DjrrLOiT6UPr5znWuvVq+dOO+20KLX88sEHH7gXXnhBPtPD8csvv8hnZcaMGe7NN9+M1vL27969u1u4cGGUkseoUaPc/vvv73788ccoZRnz5s1zCxYscH///XeUsjwYF+uvv757+OGHZX+MscaNG8t3YRRwLOlcT3EZPny4O/vss2X53//+F6WWLP/++28Bg2jp0qXRlpKD8+rvsF4pwzAMw6jcVBph/8knn7jq1au7c845x3311VeuUaNG7vHHH4+25jF48GA3efLkaC07Q4YMWU7ElgQbbLCBa968uXyuW7eu/C/v7LDDDq5Tp05uq622cg888ECB5bHHHnOjR4+We84+q6++ujvkkEPEa+9DyBTPhmMGDhwoy88//xxtzWOnnXaKPuV5+P3ttWrVcieddJIYcVOnThVhf+mll8p3P/fcc65q1aruqaeeEq//iSeeGB1VNA477DA3YsQIuVYEeEkza9Yst++++8o906VFixbup59+ivYoGbbddlu5fn7HokWLolTDMAzDMCoj5V7YE/5RrVo18cz6C+EcCDjCPuCSSy6R9JEjR7o99tjDrbvuuq53797uo48+ku3AvghqjtPznHvuubJtn332cTvvvLMISz3/mWee6S677DLZXtLMmTPHrbXWWq5169ZRSsUBzziid8qUKbIgtvHk77jjjtEeBcFD/80338g9RoBvscUW7tlnn3XdunVz9evXl/t9xRVXyL70nLDOMz/99NMlDEgFKT0BNWvWlHXtQeA8hFDhkR40aJAI5kMPPbSAJ5xzXXDBBe6///6TY3IBI3G11VZz7du3l+NLEoT2CSecIPn0/vvvl3xKfnvttddEgPvQu7P33nu7VVddNXXZfvvto72XByOySpUq8pmwJcMwDMMwKjFBBeDTTz+NPi3js88+C3799dcgFIpBKMCC0aNHR1vSCYV00KZNGzlOuf3224NVVlklGDp0aLBgwYIgFK2Sfscdd0h6KBxlvaTZb7/9gl122SVaK9+EojMIxbt8DgW93JdQxAeNGjWSZdNNN5W0f/75R/Zh/xNPPFE+Qyi4g4022igYPny4rHfo0CEIDbYgFMz5+z366KNyjsmTJwehmJXzh2I8mDZtWrB06VLZ57777gs6d+4cNGzYUPZlCUWtpPnpoRAusN6xY0dZX7hwoZwnFyZMmBCEgji49tpro5SSY+bMmcF2220n+U0ZMGCAXGtoSEQpeVx//fVyn1q2bCnbDzvssCA0CuTzXnvtJb9L72sa3PuDDjooWLJkSZRiGIZhGEZlpEKE4iSFqzDolFlRGECpHslc4Djfc6mf+Q5CRxh0CZpeGl5OwksISQnFvazTq4DHOR6WUt7AUx4aPBJmg8cebzMLnncgDCYJxhMQZnLyySe7Z555xoWGmoT2gN6DOKHQdXfeeafbfffdxSsNoYh1N998s/v666/zBx3z+cMPP3SnnHKK22233STtmGOOcaER4Fq1aiXrd999t6zTQ5Ir9BQR806PATAwuzAe/0wwyJfn74cq4cHHax8Hrz69O4SVkRevvvpqd88997gtt9zSHXXUUfK7MoUd0WPBeJO2bdtKD4RhGIZhGJWXCiHsiY3XmGxdiIEmLrlXr14iwNJEZVFBeJaWEGKKztmzZ0vYD4IRoUwIBoNLyzMMvkQovv322xL6xP1nBhpi7OGmm26S/0mGGDMXHX744e7VV1+V36sg8uP/OT/3Y/HixZLmgwHUtGnT/O/ivNOmTRMDb9iwYZLmc/DBB+cba4Xh6aeflrAffuNLL70k/4888shoa0H++uuv5fKnv+j9yQTfwXni946wojXWWMNNnDhRhP+ee+4p+yUNQE6C0CQMMvIaIVQMLMfIyvV4wzAMwzAqDhVq8CxiBK/tK6+8Il7gPn36iMeXKRTx3gdBEO2ZDgMyGeCpM4WwDrfeeqvEi2tcNtMmlsYsJUAsNSBcmSVmzJgxEiuO4OL3xWOosy2MDWDR9Q033FB+G4Iwvl6nTh3XsGFDiUvX7Qzi1PvBwjXxP23QKF5jhCjjGDg3wppjlKT56ImbZ2pRfjueZoXZZzbffHMRv3iniZPHaMNDjWfap2PHjiJOidNnphqmND3//PPFWOAz2x999NH8OHX+c338xsJALwDTpiLslyxZIveCQdlpht6ff/4p35W2MO4jE9zn22+/XcR3Sc/OxPfTQ8CsQRgmGAfvvvuu++GHH6I9MkM54Pdzjw3DMAzDKN+sQjxO9LncwzSGzE3er18/16VLlyjVSSgIaXgmmZElDUIfGDh7wAEHRCl5IReTJk0SoYuBoGg686MzeLEk4RqYulFhWsg111xTPvO9iNfSgJ4CvgsDAvCO02OASCaMBYMJz/fYsWNlbvgLL7xQRDGDR7k/V111lXiUCZFBUJPOrDQMfGVQMjMIMTsR6YR+INp9EOQ9evSQ0COE5S677CL74KHHyMFQA6a0RKhzPYhrQGzzLDAKCInZa6+9ZGpLejn4Hdw3pr2kJ4R9CBUiFAfD7dhjj5Vz5ArfRY8N4S4YP4T2YPiVFgwEJg/ze5n5Jwl6pvgthPAwEJnZbm655RbpOUkDz36TJk3cr7/+KgPBeTYYkBheSb0qSdC7grhnEC7ef56NYRiGYRjlFIR9RSEUhDJosH///lFKHpp+zTXXRCnJMKjysccei9byeOihh+TYUPRGKXmEQjEIRU0QCsUopeSoWrWqXEso7oPNN988CAVztKV8ooNnP//8c7lXw4YNC959990gNKKCJ598UvYJjSUZEAzxwbOhiJf7zmDWpMGy3OtQSAehgRH07dtX0u+9917Zz+fss88OQkEr21lCY0QGlvKZAbkKA1Pr1asXMFh66tSpUWruhGJZzrn//vsHZ511llxbNvgNDPRNWjLloXHjxslv4H6mwTauh98FocCWdQbUPvHEE0GzZs0kPY7uFxpHciwDaP/8889oa26EBrMMkOaeGIZhGIZRvqnQwv73338PHnjgARGaDRo0EAHzyy+/yDZ46qmnok/ppAn70mLMmDHBqquuGtx8883BJ598It99zDHHyOw8I0eOjPYqX6iwR6AyC8uiRYvEGKlevbrM7IPwY5+xY8fm7+8L+xkzZgQHHnig/NZRo0ZJmi/sEfSco0uXLjIbTuvWrYO//vpL9ovDM1933XXF6GK2nBYtWgQbbLBB8MYbb0R7BMHFF18s527btm2UUjiYOYnZdphF5/jjjxcDYcqUKan5CcNFDYykpUmTJtGeBXnppZfkuCFDhkQpeXwamwXq8ssvl/P06NFD1ufOnSt5Xc+fNnOTzuyE0YEBxucXX3wx2moYhmEYRmWjwsTY//bbbxJKAMR4b7bZZm7XXXeVcBlCbBhMyct9CDkIf5fMq074QnmDWWEIu/Hnrw9Fl8z2wsDG8gyhSoTnML6BGHgGdBJWo7OyEB6VFEZE/D/PBXSWIWK/mfeeWWe4HxdddJG79957JaTm+uuvl/j9JHiuzDFPSArfS/gKIULMka8wiwz4L7tKghl9iB/3480J7yFPMSaAWXQYu0GIF2EvzDefBKFHxMjrLEHxhbClOOPHj5exBNyPd955x912223yvQz2JWTKh5Agxh+Q72GjjTaS9yuQRpiRPxjZhwHl3CvKit4Tfh/z3uc6eJZ59BlzMnPmzCjFMAzDMIxyS56+L7+Egke8udtss02+h7JTp07BCy+8UGA+emDOb7YTctCxY0fx4mejrD32oTjMnxsdjzDhQ3jB3377bUkrj+CBZ8507imfQ3G/nEednohQpIp3OO6xB99D/+2338o+eKKBeev33Xff/OfbvHnzIDTSZFsSeMhDQy5//1Dc5u///PPPB6GhJ+l42pkX/t9//5VtPjpPPfvRW6IQMkRaaLjIOnmJdUJZvvvuO0krLtk8/NyPkoD564877jj53L17dzk3z4j3CuQKz5Hj6J0pqesyDMMwDKN0KPfCHjGJsCeG+uOPP45S00E4E+qCGCmPwr4iggjnHulSv359CYEiHh6jhIVQG8SfhtxkEvannnqqGAoYBwjpPffcU0JePvzww6BPnz7ywjH2ZRwCLx7zw6uAc2y55ZYSBkS4DfvzMisV+5dddpnsR95hnVCY119/XdJ8iNlHYPvCPs7XX39dKiFSGELcw/jy448/RnsUH/I2RgTwUizO74fiENJTq1YteeHVrrvuGnzzzTfRlmWosGf57bffolTDMAzDMMojFSrGPleIXd5ss81M2JcQ6qXXwaAqtImN9weJ6rLHHnsEN9xwg+yjMAB0jTXWkBj6pk2bireewa8MTEX0+0yaNCnYYost5LkQ765idP78+TKIE080PTl6HRgJ7KuGgL6plus75ZRTZBv/4557zle3bl3x8q+M3HnnnflvpG3VqlVwyy23RFuWMW/ePLmvJuwNwzAMo/xToaa7LC0KM/3fyggvayqJ+P9QSEtsPtNREv/N1InHHXdctHV54s+FaUqZVpPj69evL2lMxUh8es+ePfOn8cwVzsV4gZNOOilKWblgmlLmtB83bpzE+3M/mL7Uhxh75r8/7bTTZDEMwzAMo/xiwt5YaVnZDbrPP//ctWzZUl7YhqHFwG7eseDz/vvvu48//nilNX4MwzAMoyJhwt4wVnKsx8owDMMwKgcm7A3DMAzDMAyjElBh5rE3DMMwDMMwDCMdE/aGYRiGYRiGUQkwYW8YhmEYhmEYlQAT9oZhGIZhGIZRCTBhbxiGYRiGYRiVABP2hmEYhmEYhlEJMGFvGIZhGIZhGJUAE/aGYRiGYRiGUQkwYW8YK5i5c+dGnwzDMAzDMIqOCXvDWEH89ddf7vLLL3eNGjVyU6ZMiVINwzAMwzCKhgl7w1hBHHHEEW7AgAHuu+++E5FvGIZhGIZRHEzYG8YK4uWXX3Z77bVXtGYYhmEYhlE8TNgbhmEYhmEYRiXAhL1hGIZhGIZhVAJM2BuGYRiGYRhGJcCEvWEYhmEYhmFUAkzYG6XGokWL3Hvvvef++++/KCUzafuTPmvWrGjNMAzDMAzDSMKE/Qpi9OjRbuDAgW7SpElRSsXj22+/dSeccIL76KOPopSCMI0jc7QfffTRUUpm+vTpI/sj7r/++mv3+OOPS/rdd98t6VdeeaWsGyuGnj17Sp7F0Cou9957r+vSpYv74YcfopTMjB071r3//vvRmmEYhmEYSZiwXwH88ccf7tVXX3Vnn322e/DBB6PUisfWW2/tlixZ4vbff3/31ltvRanLc9RRR0WflgcBv/nmm7vbb7/d/fLLL5K24YYbumbNmrkbbrjB/fzzz/Jm1nnz5sm878Whb9++bv311y/2eVYGENHTpk2L1vIYNGiQ69y5sxs2bFiUks5NN90kU3mSz5PAsB0yZEhOwv777793hx12mGvXrl2Usoz58+e7pk2bunPPPVfyomEYhmGszJiwXwFssMEGrnnz5tFaxeaSSy5xf//9t8zJPnToUHfhhRfme/A//fRT+b/TTjvJf0RY27ZtxSOvbLfddq5Vq1ZynoULF0oan6tWrSpeWkT/U089Jfvssccesr2onHbaaW6LLbZwn332WZSyYuGlVCpsn3/+effvv//K55Li6aefjj4VjQMPPNAdd9xxBTz0LVq0cB07dozW0sEbv9pqq7kjjzxSnnsSPNsmTZpEa9mJC/t//vlH0t58803pAchkXBqGYRjGyoAJ+xXE559/7oIgcGeddVaUUrHAg/7rr7+6xo0bu/vvv9+tvfba0vtAOA3eVdKvuOIK2RePPet169YVAct2PPEaU1+nTh3ZT727CHmMgd13313CcPDYwgcffCD733zzzW7VVVcV0VgY5syZI/e9vNxzfucFF1wg94/fW1whHufyyy933bp1c0uXLo1Scme33XZz11xzjRs1apQ8U6V69eoi2LOB8XrjjTeK4YaXf+edd3bVqlWTXiqWGTNmuN9++y1/HcON7WkefqhRo0b0Kc9I5BjyxEUXXSTjMvbbb79oq2EYhmGsnJiwX0Eg4hBJm266aZRSsfjqq6/c3nvv7a6//np38skni7dUhTxe+ylTpohwBcQr63jhzz//fPfSSy+JtxYIySAWn3X18OPFxbOOQdC7d2+3ePFit/rqq7sHHnhAPP58z+GHH+4aNGgg++eKXg8GRnng1FNPdZ06dcpf2rdvH20pGQiZ6devX5HDvTSEivv1yiuvSAhZ0r3je3788cdoLS8Wn2dMrxTP/d1333U1a9aUnh010kDX+f/iiy/K/wkTJkRb05k8ebKMuaCHg3JEHjEMwzAMIyQwypyffvopCIVssMsuu8j6hx9+GHTu3FnSKxI333xzsMoqqwTvvfdesNdeewUzZsyQ9bvuuku2f/HFF7IeCjZZD4W7/I/zxhtvyH41atSQ/yzbb799MHTo0KBx48ayPmnSJNm3RYsWwY477iifC0vHjh3lXH/++aes//DDD8Fff/0lnysjs2bNkt976KGHRinZeeSRRyQvsnTo0EGOX2+99YJatWrJ52233TbYbbfdgsMOO0z+k6bLb7/9Juc466yzZD008ILQmApOOeWUIBTgkjZ+/HjZp3Xr1sE222wjn6+88srg4IMPDv73v//JepzQ8JNju3TpEvTq1SvYddddg9AAiLYahmEYhqGswp9I4xtlBJ5pQhOY5QVv9wEHHCChKYQkDBgwINqr/MNgV8I18LZXqVLFHXvsseLR5f9BBx0k26+++mp3zjnnuFCMicecAZPqrQcGz+LZPeaYY2SdsA+8+ITLcE+AMJWuXbvK/SHuOxSa7plnnpFthYEeEgZ0vvDCC+LJJqSHa2VQbWF46KGHMsbDE8tPD8OKhmtkYDO9K4SsbLnlltGWdPDKz5w5M1pbBmMoGPvAffPj4pmGlDy8zz77uFC0S5gO30uenj17ttt3330lr5Mv6AEYN26cC0W8C40NKQccHxq0bt1115VQnCTw6jNQGy89vTU8w8022yzauoypU6dKiFjLli2jFMMwDMNYuTBhvwIgNIXY8R49esjgSQTTOuus47bddtvU+GXE2S677FLiAywLAwIbMYYwPuSQQ6LUvNhnQij4DQg4wi4QiMRZa6gRse2EWhDzrTHbxOgTy01ICrOoIIgZ2Pr666/LVJr169d3d955pwhNQj3uuusuibsn1IelMDB15vHHHy8Lwo/YccQhC7HghQFDhN+SBgM5EaHKa6+9JjP8IFwZV5CLwI7DwGHCdQoDMewYVNy7Rx55RKYmLSqtW7d2H374oTwfDCuFUBimM0XU+4L6m2++cdOnT5fBrcxqROw8wp7z1KpVS/IQeaRDhw7u4YcflufAoGvyEGCI3HffffKZcB5m6eGe8vzT4Dz/+9//5NlqGJFhGIZhrEyYsF8BIIr9WGIGhCLAsoHYyfVlT6UJwn2TTTaRzwg6Bi8yGPKLL74QYY8Yx0BBqBEXz0BHvKyIWtLwzgLCnvhrvLd4bjFcEHZPPPGEiHh+68iRI+UYYur79+8vQpABuBxTGK677jpZ8NqvscYa7tFHHxWvclmAMcb9KQ5cd+3ataO13MAQGDx4sHymR0TfC1BYMGLw0n/yySduhx12kEG5GGGQJuwBA45nxTZ6YU455RQxcDieuHjGaBC7f/HFF7ttttmmgLD3ew7w/PP86fk544wz8teJy+e+xGF8RpJH3zAMwzAqPQh7o2ypWrVqEIqaYMmSJcF+++0XhKIr2lJx+P3334OJEycGoYiSmGr4/PPPJRZ62LBhwVdffRWE4kri7AcNGiTpDz/8sOznQyw3Yw3YvtZaawWNGjUKQqNA1u+44w7ZhxjratWqSdqGG24Y/PPPP5JeGA488EA5/7XXXhu0atUqCEV+tKXwhAZWMG3atNRl6dKl0Z4rjlBMB+uvv34QCmC5b8cee2y0pfBMnTpVzjFw4MAgNK6C1VdfPTjvvPMk/95///3BxhtvLOMVfObNmxeEoju4++67ZT008PJj6uvVqxcMHz5cPl9wwQXBmmuuGbz11luynoTG2N94441RSiBx++eff360ZhiGYRgGmLAvY8aMGROsuuqqwamnnhrMnDlTBiYibEkfOXJktFf5B2G/xx57iODSwbIq7FV477nnnjLIkoGXDJZME7w6yPbII4+UdUQ8g2e///57WQcGzbIPAzoLC+fhnG3btpX1Nm3ayKDcuXPninFSWBCsXEva8vbbb0d7rhh+/PFH+b3c+1GjRsk18azSBqdmo127djJoVgdBY4xyTgbLHnLIIUHt2rUlXUH0b7fddrKPDnJlP3+w7O677x588803YnywLRNJwh7jimMHDx4cpRiGYRiGYdNdljGhIM6fv554YMIcGDxInH3SVILlFUIgRowYIZ91Xnhi1UMxL6EuwEBHYqkZR3DZZZfJ3PNJrLnmmhJmwmBbBt3y4ibCewj5UfTeELOfFo5EqA/Tb1566aUFYuD5fs7J22yBmHfebjtw4ECJ/S8shAkx93zakikOvKT48ssvJW6e3xWHl0qRzv0nTIbfSrjXggULoj1yh5AxXhTWvXv3/DAZQpoI7dH1OAxKXmuttSS8xg/P0XnmQ+Evg6Z55uQJBmAXloYNG8qYgTPPPFPCvTLBdKnkTUJ/CHkjFt8wDMMwKiV5+t4oK/DmhiJXvJ8LFy4MQnES7LvvvgW8vKEYlpCUUOQGs2fPjlLLH88884x4UtVDT+8D0xEq9EqwnQXvMdN6pkEPAL9Z9+/Ro0fw77//yjbCSjQUh4X7l8Rzzz2Xv8+9994bpQZBaDRJWigmZX2DDTaQdUJy/OkueQZF8eCXNeqR5zcwBaRPv379gipVqgShoJZQGdhoo41kX6YVLQzcC7zihDHpFKE+P//8s2ynNyaO78nX/W666SZZB47hmvDcZ+tJSPLY4+1/5513pOwQynPVVVdJeUqCcCDuUyjwg9Agkt6fwt4LwzAMw6gImLAvh6yzzjoSz8wc4HXq1MkXuOWNiy66SAQX89mfdNJJQf369UXEMec8sfeEGDE3P3H0iH72JQyG+emZY90HY2aNNdYQA0DnTyf+mlh4RCwx2fPnzw+aNm2afx4/VAfYTrgNMfrdunWLUpcnScCfe+65wc477xx06tRpOcFfWsyZM0fuDcK1MCCymzVrJvfhuOOOi1IDCS2qWbOmCF1Er9KzZ0/Zl6Vv375RamYwphiTwL3whTfCWA0GQrA4J88/ji/sGYOhAp7Y+9tvv12OI9ae/4RsYSTqeeOosNd57DkX897z/gQ4++yzZTsLc/ZTdsgLCqJ/3Lhx0VoQXH311cHYsWOjNcMwDMOoPJiwL4cg7F9//XV5oRNiJc0TuaLhhVQIeF4stcMOOwQ33HCDCG7Ed+/evYNffvkl2jNPuDds2FB+DwOHNTaaQbann366CH+EPIIaAajee2Lt33//fdkX8OzrS6t0cK2PDtol3r8w4JVGcHJ+ruWVV16JtpQeixYtkhd7IXDxwhcGBHKTJk1EpCqcj8G7H330UZSSB+fm2XDPkzzvcfD642Hv2rVrgf15NhdffLF8L8+HQbQ8h88++yzaIw/2w0hC2L/88ssyJmHy5MnBgAEDJPZehfyCBQtkDMDaa68t5+HFUwwkj3vw+/TpI9tZOGdcuGP4PvnkkyL42Yf8Qd5UeOmWjgMBBhKbsDcMwzAqIybsyyFbb721hKIgxhBRaZ7M8gBCGkGOp37IkCEi5NL4448/ZHYUQiLg22+/FYHITCv+W3fxrrZv3z547LHHopTcwJCgl0BnXCkMvrBnlhdmgikLnnjiCRGj11xzTZSSG3jUefNrfDaa4oDHnx4APOOZzsszRvhvueWW0vuSBIYcIhxRT68TvTkHHHBA4htjp0yZIgOn07arsD/zzDOX66WJk/R2Y8LeGADM2565HsqWYRiGYVRGbB77cgiDPQcNGiSDa3nbKoMQjewweJaByKGgjFJyhzei8lZVXsDF23J5aVZZwHztvFU1FL/ujTfeyB94nA3mhWegsr4ArCRgvn3yHi9KywYvTON9BJnmi+dZkIcZSMv/XM6bBINfmeO+QYMG8objoqLXU9TrMAzDMIzyjgl7w1jBbLTRRm7evHmyrL/++lGqYRiGYRhG4bDpLg1jBTJx4kT3559/yuennnpK/huGYRiGYRQFE/aGsYKYO3euO+2009zSpUvz1w3DMAzDMIqKCXvDWEHw0q4ff/xRXiQF5rE3DMMwDKM4mLA3jBVAnz593PDhw90999zjTj/9dEkzj71hGIZhGMXBhL1hlDHE1V9zzTWuWbNm7pRTTolS82ZDmjJlSrRmGIZhGIZROEzYG0YZw3Saf/31l7v++uvdeuutJ9NzHn/88TJdJ2kTJkyI9jQMwzAMw8gdm+7SMMqYgQMHyvzvhx56qFtttdUkjfnsEfzMJU/Mfa1atSTdMAzDMAwjV0zYG4ZhGIZhGEYlwEJxDMMwDMMwDKMSYMLeMAzDMAzDMCoBJuwNwzAMwzAMoxJgwt4wDMMwDMMwKgEm7A3DMAzDMAyjEmDC3jAMwzAMwzAqASbsDcMwDMMwDKMSYMLeMAzDMAzDMCoBJuwNwzAMwzAMoxJgwr4cM3fu3OhT2TNv3jz366+/RmuGYRiGYRhGeceE/QrkhRdecI0bN3bTp0+PUpz76quv3N577+06dOjgmjRp4m644Qa3dOnSaGs6nTp1cscdd1y0lg7nf+KJJ6K1dPQ6TjjhBLdkyZIodcVzzjnnuK5du7qff/45SskM+19xxRXy+bPPPpP/0LdvX3feeedlPc+YMWPchx9+GK0V5K+//nIXXnihe+yxx6KU3Jk1a5YbOHCg++mnn6KU3PF/R3mjPF3b008/HX0yDMMwjJUDE/YrkKuuukoEns8777wjy+abb+569+7trrnmGte/f/9oa0Fmz57tzj77bBGnX3zxhfvkk0+iLc7dcccdsi2+NGvWzLVv3969/vrr0Z7JYHDUrVtXROtLL70UpeYxatQod/vtt7v//vsvSik57r77brfxxhu7N998M0opCL8zm2Hy5JNPyr3j+r788ks3adIk6YHYc8893fXXX+8WLVrkhg8f7gYPHpxVWPfp08ftuuuu7pVXXolSCjJu3Dh32mmnufXXX9+df/75IvZzYdq0aa5z586FFp/8tnr16rmJEydGKXn88ccfboMNNpD8UhZw3dWqVXOvvvpqlOLc77//7g4++GDJY82bN3d77bVXge1p8Gy22mor17p16yglHfLilClTorXMjBgxwm277bbum2++iVLKBgzBP//8M1pbnh122MENGDAgWsvOdddd52rXri3n/Prrr/ON0ccff1zuGWmZSDK2+P6hQ4dGa3nce++9bptttnHz58+PUjKTrUeRskCdg5MgDt81ZMiQaC13Zs6cmW9o43C45ZZbpIyXNUm/nfqYcqj/c+WXX34p1P4rAtqpf//9N1ozDKNcExilxplnnhk0atQo+OCDD6KUZYQCNVhjjTWCm2++OQiFTRAKR0k/6qijglCMBH///XcQNuBBKPCDUOwGzz33XBCKUtlH+fTTT4NVVlklGD9+fBCKqWCLLbYILr744uCggw4KJk+eHITiUZa11147uOiii/LXWcJGNzpLEDRt2lSuM75suummcv5atWolpg8bNiw6Q8kSCvBgww03DP75558gFAVB2JBHW4KgRYsWwY477hit5cF98AmNArm+Bx98MDjwwAOD0AgJrr322qBJkyZBaNDIOdl+6aWXRkekw73k94eiKkopCNvbtGkThAI/WHPNNYPzzjsv2pKZ0DjJeN40OnToENSsWXO540JjS37T1VdfHaWULieddFKw3nrrST5TuAdcw4UXXih5unr16sExxxwTbV0e8jzbKQscd8EFF0h6KIwK5Dd/CQ2oYOutt5b9svHee+/JeW+88cYoJY/Q0JPvXbhwYZRSsoRGTRCKd8lrcb799tsgNMCy5r3QIJIy/d1330neDQW31AcNGjQIGjZsKPuEgl9+X2h8y3oahxxyiNQrCxYsiFKC4OWXX5bruP/++2Wd7+F5nXXWWUEo4CQtE+zP8wiNpihleULxLtf36KOPyjrPgzzCfeG7DzjgAEkHzjd16tRobXnYHhoJco2hQSnfS97j/JnyWGnw1ltvSR7s2rVrlJJH48aNg+222y5o2bKl/Oce50JonMj+P/30U5SSDO3ICy+8EK2VHIsWLQoeeOCB1LqItoL6eJ999olSCseRRx4p+d0//+WXXy7nC43SKKUg8Tq9MFAeqOMV8n6fPn2itexQ3kaPHh2tFY/i/A7DKCom7IsAQjEuODItxx13XHTkMjp16pTfsO2+++7SQB199NHyP9MycOBAOQZU2CNQEAG+AB8xYoQsvXr1ksbw+eefD6ZPnx507tw5+PHHH6Mz5PG///1PxP5///0XpQRybRgEV155pWyfNWuWpP/+++/BTjvtVMAwKGlo/Nu3bx+cfvrpYuQgArhuli233DJxfdCgQdHReWAAnH/++dLY1qtXT+7TbbfdJgv7su43NIjLK664YrnfhXC/5JJL5PMPP/xQwDhCmPL9Bx98sKwjdDnv0KFDZX8FsT1z5sxoLY8BAwYkCnuuY/jw4YnpCDOMk8GDB4tw/uijj6KtQdCtW7egRo0aco3AdoyHOF9++WWB35C2dOzYUQTUs88+GyxZsiQ6Og/EqeZFvof7xvUiCkn/7bffZL/99ttPRBf78aw0DynkLfZXAY5Bx73k2c2fP1/2efrpp4ONNtoo+P7772U9CQSkX95Ytt9+ezknC0LY34Yo4/9hhx0WnaFkeemll+R7r7rqqvz7qb8HwcC2MWPGyDpguOp2H0Q8gh6DZ//995d8QV5/7bXXZDt5r23btvI5E3PnzpXjMHL/+OOP/GtCKPOM4p9xJGAM+OLIBzHGdfE70+D3qANgjz32kOe/7rrr5j8TP52ldu3akobIVSgz/nE4Ltq1ayciFGHfvXt3Sc+UN4oCBhT5Oo2bbrpJvheHikL+5/p23nlnud/U6ZTHTNStWzeYMGGC/GaO4zspn3fddVf+ffEXyiPf+/DDD0dnKDm6dOkijgnq3jjkGb63Tp06UUo6ODZ23XXXAueZMmWKGAZ77723rKtjhfod5syZI/99MJqou2lvCsPnn38ueZ2y8csvv0javvvuK3VKrvBcqMup52Dp0qVSLljn/9tvvy3Pg9/DM58xY4bsFwfHFL+Tchx/liy0yxyPI6O4nHzyyfI977zzTpSyPB9//HF+3eyDIc/13HPPPYnb43Ae7kOmhfqN/J9mIFF+qffTOO2004L69euLEZ0Nrn+zzTYL+vXrF6WkQ9ksDPHrvPPOO4MXX3wxWssMzjbazxWBCfsVAA0WFUffvn2lAKy66qriaT/hhBOkIujRo4cUDryzrL/xxhv5BQZPvhIX9jTOPvGGlILGf/b1oWKhZwCBBlTKXJ965E855RQRV3wPQo1zqKevJOG6EC9A5U9FNXLkSKmoqSD4/VT2CDM+I/q4FipYFfY0tog2bQSTFr0Pu+22W77Y0/3jXjiE/SabbCJiolWrVsHhhx+eXzHr88KLrGksCFYfGjUW/S7/+2gsk9LjlRSCVw0UGk48fDTEl112mYgKtrGu59Ht9Fr4INr8a81loYHyQXhorxKee/0dq6++ev71cQ2s03hpOo2PT5Kw1++kXHDPMTARkZDJ0z527NgC6c8884yc89BDDxVjzfecIbrihmBJQkNDLwFed669atWq4sHnnqjBoess9NyxHm908Bwi6CmXHMO5MBq5L4gMxItvRGL44Z1U4e+DAYCwx4jg/rZu3VrOmWmh7CVBvs/m2ae3Ug0FnqF+Pueccwp85nvwQrPOgohUENik0ZCyX7w3aqutthLRFr8ODCryQyYwBvy6VCEdYUf50V7UODwzvM2UO54F+QuBzjVqvUje5ndiaGMkxY1awJhhfxX2lCvqkkceeUR+Nx5/zomRrfeHJe6YKQn4LTga6G2grGC0kQYq7KlrFLYnicjPPvtMfgPOHz2e8x1//PFSDsib/FbyLr/jmmuukboj7rnnnlLfcg+TjN40cHBwrRhfOKTgjjvuKLSwp9dNwZDinNpuUF61nmJBwCXhC3t6Eei18I8rirAnT/hlRKFuxRGXSZhz38m3caOVepPrpJ7GaMkGdTD3h/aa33HGGWfI8VWqVCnw+7hfONL8uldB8KJ7cJImgbBfbbXVchb2fD/1EvA8KJfxhby91157JRqLGIE4UDAMfbh+rpOICRxc+vyzgVON/I4Gw1hPAkfqiSeeWCri34T9CoAKiwyiCx5FrOC11lpL1lUYktFYp+CR4dQDARRgDb9A+CNSEVtU/FRiFCwKKhUpFRwVJZUu+yd5ZWhM2EZBUyGGR4WKhwqDbn88owj8TJZ2cSCD87103eI9oEJGXPihN/w2Xad7VQ2BOIgFhC3nYyFchuumUGO08AzwxACGg1YKCpa5CnddfA87HnSOR/ir54mQg7hnHhD19ED4EFbFOSdOnBil5KHpScKeipIG9aGHHpLny37cJ9b5Dr02uOGGG2R7Jq9qUaBRwJDCM9e7d2/5Dgw/BAqfNSziqaeeknUETxpxYU9jrKjR5gtgjE/SkoxKQtp4roh/ng2ijx4bwJjhuCeffFIEPRUzxnNJw7NAMKvgwQtKHua6ydOgHnvKGQ0SwoXfSMOjoTJ4MPU3kzfZn8XveUAk8Dv8/XQdIZkJDAYMZwQF5yUEhOuhrCMc1llnHXE0JIGhyHepNzMJ6gkMGMoFBg4CnmMQDZRDNRR//fVX+X6EU1rjB7ofwh6RR8+jii1dEJOUVzV+WeKefIxyvV+5LPSqxaGe5j4h1DWPUy9Q9+p1IFr1GjAQcETw/OO9gQh7zoGw5ziMIep8QglJ0/pQnRrkWb+XoKRBuPO8MCCpT/huDSviM/Up9Q7iSNeT2hKeO/mauk3vJeKdY7hPhBLyGY8s34O3FSdXHAwvtiOucgHjgPPynH3Ib5yH+5oNnhG/H+FKfU5Z0XazsD18KuzpmfINM12oK/xwNB/KA20tbR3n8BfEYhyEfVK6D8KeukaFPb+N9pU2kfNmqzeAepbnpuKdJU3Ys3D9pCd57qkfOQ4Dmvvh6wqEPXpIIS+k6Q4V9hh1EBf2GhLIwj1Kyk9oKzQUvYx+6DTXzfWjv1TYZwu35fsxDnfZZRc5DgFPhIZeQ3zBcEDDlSQm7FcAeM1oSFU40gD17NlTvE+IAIQ0laF2ZeNhRLRg+at1r168I444Il+IJy0IewQTlR1dhqQlxRtiKCCaESXnnnuuFEo9L93fgPcTcVRaYIDwu6lUqRAQyZmEPUIhKS6Vxp+ChXjHw6+NLRUFlbPeGxXCiA4MFx/EIZUNXmQabj6feuqp+R52POuIFIQ9QpdGBQud74t7EGlU8Ez5YNFzXXFvRlrsPcLeb1jUqEO4cz80jllhe1IsfnFRD70uNNSEBNFosJ4k7N99991Ega+hZyrwaZwwyGhg1JvrCxk8saQldd3jxeI+47HWa1EhTD4m75JfuOf33XdfdFTJokIdgU0cOYKIe5Mk7OmR4Jopm2mx1fxOX9jjbdP7gXjyBTYeefJ4EnFPPg0Txz7++ONyXhX2pHHPECJxgxM4D9upHzJBnYT4Xrx4sQgXvoPr5fr4Dp4JC+diGwZr0nOhIadh5trYjzoMocnzxNtJfUm5RCAce+yx4t2j7qC+pJ6Kl8PiQv1EOaQHTz37lFVC47g+rglBpkKQ34yISsqvePI33njjfGFPXaWo0GLh/CqkWfz9SgLqe54FRinw3BFqOCKo47i/2m4gtlhHQFG30LtJPRmHNorfwP3HUOE7tPeBPIdDgLxAWafMIjbToF6mXk2LxfdRgZkk4HGYcC/TwstoT7kP1KWcg/ZWHW3qqS+sM8D32McFLwv5JU3YY2BgvL7//vtyz1kYJ8f5uM44Kuzp5RoyZEiUWhDqRb+3XutJdazwrIA6Cw91HAQvxga6hevhufI7qMs4HmGs10qZxVAlnYXPceiJ41z0SGGQI3C1bqBs+OuUNdYpU3F8YY9Aj3vkMWDYznOgbKZB3mc/vx7l+xD29ABzX9hOHUOIM9og7uFXTz3h1zx/jgNCevTeJC2FDRHKhgn7FQRCmooDDyKVP4UKi5CCR6VKg4ZoJCPhvaVR9mOqFSpJGlGOo6CCikUKOscxmJGCrw1OkrAng9ItRMWG4EDAYZlTUSCKqHy1gHA+v2vZr3yKuvjeLKxXCg0FFmHPd+IBpBKh0LGOqEZAka5drkChRlxzzRxP+IEO0tKxDHiHqChIo4uUtLRud56BNjx4SdkXbziNHoVet6tI6t+/v+zrQ+MV99hnEvZJ6WnCngqRhp9743tR2Y6wLGl47ozdwGuOxw6xTAgBgoPGkGvCAKIR5bO/qLAEvKFaaVPhsp3zaRrXrrH1CCmMgEzCHjCOOS8eGcqPCiI8o3jy8dxjMCA4SwsqcMQ9eYNQOkgT9uRP8n7S9VAGOQ/5izEeHKOGkO+VZuwMIOwJd/DhHnAv8TCzL0IaNOae0D3SEfbaA4DAUY96HPXw5xLLSl1Fjwm/k0aa+4KITYJ6h/PGY1fpReQ3YCiwHWGv69RNGkqDl5kyQ/2GEyIpxKYk4Lu5Dl0wMKg3qA9ZRwACdTvr3EsG+OIxVC8pUM9TT7AP9Td1FOUFo40yrs+Z/IxhrqE3GNGl4VhBsPJ99MZQT/HM+E+9BeRFtmsoDqIl3jPJdZKXEYS0RerJ19+pv0mFPZ9ZyOPaw5UEeRMHV7Y8hyHN9aYNktXz0H7Q65KGDshGvCnkJ9KShD3tlo5riqPCHkGeBOFKacIeuJ/UHXFnnobT6aIGjb8QKhcnSdhzTg3Fob7i2dNesq49ngoeaOp4raN1+eSTT2R/foufTq8pY8LiQpt7i6Dne7m3XIdOeKHjRzAiKV/0WvHs2UY74Yet0JPHPSIcke1cH/pFQ3i4b6xjEKAH4tcRh3JJXUU9ikHJb2Cdc9OLg8ODz77Bceutt0ZHB3IcbQ55UdfZP5f6sqQxYb8CoJLHy0tFRMgHDYYKSwoeAgT8UJwkEFkUNBpuxCUFBC8IXekIeTI4YoouvzRhj4eJwsd5yPxUVAhj9qOxIfNqzwEeBo6lwGnMPWAp+xUNjQLCW9cRDByvlbsuiB+uHZHhe36oQBHPQCPCdr4XEU9BZtEBbNwjDakB9ieN34GXGAGO9wDw1mgIjj9bDqIgbnkrScIesUmlTAOF9xPhSQOl4iIOz5n7yHPWhees15+UHveYaihOfD+EAPkJrwfXpI1MaQl74N6S13QgN70RNOxcH/eV56ONNw27PjMqTh8qdX6LhhxwL8jTGGqE4lCZQi7CHuFIdyfPAPGDmCK/4jGhx4DPNIA0Nghcegk0/zIbi97Xoi7xEAlEqOZhGmf1VPsx9mrQxEM+EAR4xYmvp/eJPMq9QJAjYinfWra4zyrU471OCkKA7yH/6vVyDziedAwh1jkH2yhrXCviwDcWuU72T+th8KEeYl+EHkYq4gYDUL+f54mxBXi/2DdNIKnw557ynPHU01OlhgL3hLqrtCH/Evqnnj3uk/YCIbqpF7lvjDFhO8+dfMdnHCUKg0n1+bGoQYzHk3UMY9YR9hiinIfvLC1hT36jrkCAYDBRvjIJe5wtcWHPsTr2h32pN4F6wTfyfWHP78wmtkDHh6SBgUybRTuWBnlWe48I/cFYTord1xh9BCHPFlTYUwdr/tWF+jetJ0CFPe0n+SK+0DOfSdgTwkG5oe0GDHqcU/ScaZ2qC/mf8+m6356Rb7lW1Qk8G87J/vTkqceehR5xFfb+jGeAQcR56cHx7wHOP/anLfTTqXuTYv4p5+yPIYGg1/94xjWm3g/FIW8hkuM6CM1EeaE+4HwIey1ThAxpOUyrF5OgfvG/B41CuaaO5T5yvriTTsHAUc879wjPPeWJGb0ywXHq2S8pTNivALCEySAackNlQiZVy5fGgMxJpmAdQUKBI92vQBicx3YKJkKP7TQCCAbtvkbY8x3ZhD1eWIUGnWMwDNifzI4HRsMs+Mz2NIOjOCAIMAS0UvFDb2g08GgD3e9UmHGRQUNBBcP9065+fh+eGl/Aq6AnnYosjSRhrwYKDZR66lmoBJLIJOwxupLSk4Q9wl334/exn8bQ09Ai+HQGJvJUaQh7NUr1GjEgECCAsE8KxWE6vaSudBog9lEPNMYa9wOjkdAKX9iTZ9OEPQKYdCp4jC6ugXVdeMYqqBlUqWE+XDsgMHk+xVn8wbh4WDm/jomhTBJrjwHEeAhFjVr18Cj0hmB40IAjqriveKnVw8/9R3BjNJFf9D4S7pCENrwIFT+vJS3kaRpSXfeFvY7/yFXY87sVeizIj5xT6yYdDJtJ2NNA0vPIdl2oqzQdQaPCnuef64wVxYFQMQQZgo+xCNx3nhcCHcNUPfaIpkwMGzZM8iAhLRjKlC2epT4vyhXlAK8h+MKetkJFTFEXnoWPTuAAiBe93wgu8rgKJRZCopLQkBvKA+fje6hntYxTn1If85nvYrvWz2k9ceQXtuOhjYOTAWcNjhXuoV6fLhgEOD38NMoT/2lnMLIUHApaT+h28nFc2GtsOIJey0kmYY/ITIJ2VutL8g11VxzyAu253j/yGRBu4/fg075THuLgteae8/zQG+pxp47lfP6iMfY6Jok8FoffSTnD6675SENxeJ48K03XhYiCODjvEPQIeMpAksdehT3PPclhpmh9S5sH1LOss3DvKFP+gqFI/o7rF+0BiAt78gGosM8WY4/jkIgA9FP8XiQtlG+0DJEPJYUJ+xWAxtjHuwRV2CM0ETK+sGcdYUklozAoiwKCZa+CkAXhrYNhEfYUeBq/JGGfCfXcI+zj4H1LG8xSVMjkVDwIOipsQNgjaoCGghAdwg/wxPuzNCgIewqnevQxorCG+UwDoOelQtfBtTyLNKgUEZZUBnh62J+GgoYGEYS3V8+TNEAIqDD9MBRIC7nh2vmdeLp8aFTo5lOoDPlOf3AsFa4Ke/YvDWGvgp0FjxvxwdrA0GBiXCKc1TvGPScfkR6f4QADiTAZzffca+6J9mL4wh6PeJqwJ8aZxlNDWugBIC9p6BV5H4HMtSAIEch491XYlzQ0/Px+vR4ELgKBGFWMTQQ7ghlRT5mOgyBAFNIAq9BgX/XwqwdKBSBln7ogbfYQ3Y96RyF8BGGhwkQXFV6+oFeKK+w1b2LwcB5tyDIJe3/QGV5v8gtil3SECkJehT35iPyjPQGlAYKK8k4e13tGnYJAI/+DH4oD8TKu8FsQh5Rr8iZimON0zElpC3vKmQ95TR0nCB+ui54v9dwjbBD0XFvSwGLwhT2/X8VU0kJ9QF7WdRwASaghGBfPlGOeO4P3qfcRsZyH38X+tAF6bh3cjwDmPPx+rtXvMaBnj31YKHs4GWiPaKdJ0wGOKvSTQnM4p+YLNQAQvJrmLwhb6k8MdIQ24i5pMDJpnIf8rh5w8rzWj5Am7H0wfKgrGI+lwp5eIn4XnzU/ZBL2ui8L+oT7yDn5Tz7Rbf5CHorDPaS+4pqoT1TYUya49+R5DXmhl5XfpmGHcXBEcKxGPdCjRFutnnw/dJF6We+1hrhp2A3fwz4a0oiu4hzxwbMYixgBtLF+KI7C+dgPT7/mv/iCg4d9cG5oWjbPfmEwYV8GYIljkcdBGPNAGbhEwdB48lxCcRDWNPQaf6fCnhAYMiCeeAQlIocMRkVL5uScbAfEDqKZ8zAoFINCewbIvJyPhYKBsOUaWdSbQ8ONaCgpuJ4dd9xRrF1AACCg8XYCGR9Bz3dTiSCA0uB3sB8VOqKPz/FYTsQS6XERjecGTzwVMtsZKIYXgAZGPQo6uJZFu9JVWKXFEvukCfs04kI9SdjTMKk4Ki1hD2m/D2GDmKbR0vhtDCttyHyPBJ/5/TTuPFf2ZSHvkQ80FEdnx8kk7NPQ/ZNm0eG+IW7TxHBRoJdJhbgOFiMUhXWELvmVssa9QVTzW9MqcxpzQmQ4Vr2o6uFXI1EHs7JPWm8RqLBHdCiUe+oKfTa6aEhOkrCn4eQ8SR64OBjdKuwpXzxLrp8GVK85m8deBZU6Kdif+8XvQQDo9L4q7IH7SmNMHipp6GbnOvhd/A6MC+6ZCnu2Ue40lAbRRKgGn+PxyvRkUS/zTBB3KvAROtx7jlFhr5MXIOyZu7+kwTDH2xkX8DxDxA/1H/Uc+Y06hbYiDX4P1079qWj4h7YfulD+M3nqlUzCPkns0V6wP22ggrFHGm1sGpQJ9ebjkeY3U0bId6RpuGgmYY9I9csTz1SFPYYtx6UJfZYkz7/mB/KLtmHUAaSpky5XYU9bheHOd1Ee/Rj7wgh732MfXzTmn/yfCe4rL8cEygBCHicNZVsNGNoHzsU1p4VtqbDH8eCj9xtDBl1BXuPZkR+TeunxxLM/7QblOx5TnxRjz+LnM9pgjBIW9fQnoUZk2kDn4mLCvhBgVcYLYi4LBQgrUadRouEhQ5BBeLgUBLqz8CayniTsyTycS4U83mLfc4awRyj4FQONGxmYRo84VRoPP+QGEPsIaP6rUNUFDxmFgC78+DaWTIOQigoVhgp7FUUaz4kIYxtpOrg2DSphFfQsCC7fQOIeY4mzLe41xRqnEqDhwSLnnhNKwv1nX56dGhj+oi+yYns2EPYcEw+5SSMXYe9TUsKeex/PMwpGDveEypk8QqOYFIqTBA0Rx4Iv7NXLifDn7ZTsRzqChmdAvvMHmyJItIKNLwgwjvUH5erCs2Ub4qwk8YW8ruMdUgOCipztLGleT0UbLIxq7gsNRfy9BGxjnzRvFqiwxzPIPWdBxBCOFod06qsk+A0I9KTj4uCRigt7nRlKPfbZhD11Fs+HdH9/Zs/Bu0boCvjCXr2beHFLGgQv+U89fT7kezyqlEsdMIqxpXWl3/iDGnegPaMs/DYEDJ8xPBETGuqGsMezX9Ko8aFih3aDde0RZWyDemVJj+dBnzRhT32t90IX6qhchD3tI/fInyQhExjVnFdD4SCbsKfnlTpdXwJHO6QwDo5jcxH2PrQ3tPuElNAu44zjOA0HVfDwJgl6Re87C72cQH6ivScMEQrjsVdY5/eqsNdQHA1tzCTsGQNEjwS6RQU9RoZ+ZmEf7jfPLw5tKs9InXYIe8oPUM6p+4He62zz2dMGck0IecY1kdcoh8S444TEGGI75ZJ2is9Jwl7LrfZA086wzjlAPfa6Hgf9hqCnfuQ3m7CvIBRV2OvCgwcqHqx27fZUKEg8bAosBQMLnXUyiYqUeIOFZUtm9g0HoMDhHaRSVg+9iqRssZ+KTq+VyTNeklBxI7pU2OPt0Lg5hBKePixvuliphIk1xqup9zUO95PKQ70wiCBQTyiNK0IdgY9nxo9xRCj5hgMeJyporg/BxXdSgeDlQpwT48k56d3QmPxM8Ow5HwU8F2gE+c1aaepc0EnCnl4AthOnqNA7pMfmslDRcu8xBvkewgN8zyQLMbdUwuqJTxP2dLGTR7XXioaR8qANNQ0d38O99aGh4ByIO7pQadwJq0qaRSaJwnr4SwJf2JN/yBd0uQPr2rizYFxm6zFAqGovAGMofK+7DoplIRQnTRyosCdvaiiQCng1dHRB1KQJe6AuojcsG34ojgp5RCp5S+uhTMIeY08FLYa27k+5o370w218YQ98D4abOkGKCoZrUsw+DT/ClF5Qfg8OBPI9+R/ioThx6IUiP2tYoAp7rfcoF3jqdf5t6jmEXNp7MooLBhLfo0Ke72Jdv0u9pizae5SGCntEErOVENZQHGHPPcKIy8WYBPanLMTzKGWQ60oT9mzHiYOzjDAOX9gTRka7o71AuQp7xvOwn86Ko2Vf2yMWjDXqPvJDEtx72nbORV7jGO2xw3hSg7Ewwp4QE+4/300eRR/ouAddeGbUy+o5VzSsFa+6xuxryKN6sknX82hoje94IG+zDX2jxhJtlQp7dAzbtacubTwH9QL1jIbcELLJM6Hd53lR/3B+hDj3hvpRhX1SCGRc2JMXWNe8p8I+LcaeHgMNzTFhb+Sjwh4PSrwS1MUP6cHapeCQmf10hBAFjoZHGw+gwaAQ0sDnAufmespK2CMAEBU6awEVD4Uczxeilh4M/T0UaAoO16eCW68TscTxnAfBToHGINL9EOOIe51NRwdXIYaHRW/bjYPA0jEFeCARbDRM2vjhZdOQnFyFPRVRkvcvDvvw+6ngNB9QgZCmoTxch/YEqRHoTw2mA/OSFip3hDfhLirsEdW+B0bnGEeMss651WBUaLAQXVwDvQVcA932OlaE9DjkW54zec3Pw3izOReiie/h+jGIOU9SaE0SK1rYqycJMco4Fc1n6q3lM3lFZxdKgm54FfYsCG9CQjCMKCs8C54b21gnPY4KezUMdBadwnrsgUaPY7M9A55VXNhTL5HfMPZY156gTDH2oMIe7x1lIP4yo7iw5977+1Bu1bmS60LeoacHA0Fjd2mEycM6poYeBcoN5TOTsOd3ck0KIs0fn0TdxP7+QE7QaWMp61wHDoXSIC7sqRupC7Xc+MIeYRgPXfRRYU/dRB1JvUgeJw2jQOsTFu01SxpYr3Dvud/xe5MGxhDtgn+/AeFOetp5qD/V0YCBpcJehT5jKpRchb06ezRvqrBn0gute7k/lI+4Fx9UcOPIAg3JIfY/Tq7CXoW4xp3jsdfv4R4R9sQzRohThuLtIXmSdpQ8ziw0/EYMBcom9xejg/qDc/uz3PiwP+2yCnlA2KsDBMcNwpxzcO/TQv803BaPPkY/zgDuJQ4nPQ7jB8+9hiqqsE/qdYoLewQ8zlEcIZBN2PuYsDfyoYJFvGrGygQVF7MpxL1SNKiIIhrzJLDw/W7STCC28Pjn6iEtCRDhCGaMGzzsNKQ0aH7YkaIC3veMcV/w9GOlq3eGCpvGk8YKMZMUwkNFlin+UkHgI1oJK4ifRwV/LoKdRg7BlgucF8HljxGgIfJ7aIDKgkqZCoNu1bTBaKUFwoZGQxvITJAPqfxo9P3KjXS6SUmPNwo0qDQm/tSBmVBhT0NaVhBnjyeKxhcBTEOJCKaBoIvbj6kn7pp9uEb++wIf76AKARoljuN3sB+NMv8RoAoNqhq68YZHx8vQcAF1Buv+tJm6aCx8Jqh38IpSX6WBl1OFPWB8xB0E3Bu+Uz3WuQh7RDFwP/iderwv7OMURdj7i4pB8iP1UVIIlfZkUXfhneYzwkXDXFji4xaoo/kNCCBftBMWgrHL71LHAUIEgYtxWNLl2hf2OApwfDDuCyGDUcE69Q+hF3zmOvBOIkzjecAX9trbQVmmxzMO4aTM9JVmKBAiQh2JCMwFelzZX3sqMai5Rp4b6RgS2cDDS9lC2OP4oT3GuPJ7w3IR9vTu42mnfcKxQZ11YfS+gyQRHwcHFnlaQ29ABThlNE6asOda8U7jYEEA055zbYDQx8HAeWmP4sYQda0v7BHkHK/hYCrsFdb5fSzUWZnqB99Dr6F2OpmBCn/SMgl7eix5Bhp7j67BIKCu5TlyHOegV0jR3vpswp79qL/8Z2XC3qgUUFH6Hv+ygoLO9xbF00qBjofmIDSp4IvbNQ+cP9N5qGTi358ElV4u+xUWzstvzeRVKy0QpvG5j9PAG0SPkh+KQiOEeCOOMy1EBbEQb4DSWBEee8BTT+OLcEHQ0KCnhcmQjmHqb0fAI0RorAnbUMOadEJpEBtJ58Mbhffan/0GaLAQwHoeFfY06uQVf8H4yCbsOQ+9Dgi9NBD2fjhDEghbnXoUb36SwQ1+KI4PjaP2KnKPVyQIe3qY4vfTX3xBTj7GM4whoNOdUk/xGxGg9ATEBbyGRibNUlYcVNhjrGGQYnCRh3ES4AzBuFEwINXTzhIPzUH0kO6LH4Q9Qh+jyF84dyZhj/hClCXFesdBgHI+yow6Fij/lCO9Vhw+2aD+Yl/yLqFYlIV4PZ1N2GNIIurpbQScPNprwcI9ixuPOjMLjiOgjNMjFA+FwUhRxx//ORZDk+9LEvbkLb4TkaqGvYKw57pU6PsQ9oXw1oHbQMgl59I6HiFPD4A+T5xnGIDsQ7lEvHN9DIiN4wt76hG87Bhy1E3UmQh6eowR6jjKMJBpF9LgRZMYwlw352EdTz3jm9QBhsFArzaOF51vHkinvOmsOOQb7k3ccabTWObSc2bC3jAMwyhTkjzogCccj3EuEANbEiIz2yxSNNQIBARVHJwPOlPVigShnut1IJD4PTTuPogS0tOcKQjWXI3awoL4JLQBTz1GWbyH0AeDgx7LpPE93IN4vDjiEc+uL+A5Fm80gj+ppwZBiqc7U5gOsB9ebHo4dNIJH3p6EXds93vL0sAAI9QE0RX31CuZhD3iEzFKb1scPMoq4FkwpPQziw6mzhU8yJyP6+R6NGQnTlr50mlV0xZi5okAAH4zzxGjD/id7IOwR6Tj8FIIM8V4QbjreRC6PhxDzw+OHIwnwvP4jHHin4/QGoS+XpPGyqdBnkW8s5+G33CPGNSq54j3HuEsYX+89IzdYTYf8oz2YuoSHxysS1L+TRL2GBDkC47BYOJaSkvYr8IfZxiGYRiGUcJ8/PHHLhRvrnr16lFKHqFoc6HYd6FgjFKWMWjQIBcKNLfTTjtFKcnMmjXLzZs3z9WuXXu58ytp358G+48dO9a1bt3a7bzzzlHqMkKB5kIjzIUGjNtyyy2j1Dw4LjRIXM2aNaOUdObOnetCwRmtFZ2JEyfKuUKDzIViOUrNDtIvNDKjteUJhacLRa58Dg0sFxpGrnnz5rL+zz//uJtvvtmdcsoprk6dOpIW55NPPnHjxo2Tazr33HOj1Dy+/fZb179/fzd16lS39957u1DIu/3339+1bNnShYZRtFceXGcoiN3qq6/uDj744OW2K6GAd6FR4Zo1a+a6d+9eYL8pU6bI86xSpYobP368C8V8tMW5UaNGyTW2adNG1ufMmeOGDRsm1xQKffmfRGiwuJ49e7rLL7/chUZMlJpHaBDJd06fPj1KyWPBggXyfaHxIvf3tddec/vss0+0teQwYW8YhmEYhmEYpQySG8P16KOPdhtuuGGUWrKYsDcMwzAMwzCMSsCq0X/DMAzDMAzDMCowJuwNwzAMwzAMoxJgwt4wDMMwDMMwKgEm7A3DMAzDMAyjElAhhf33338v0yUpTCnENFO5jgNmiif/+KLCFFOGYRiGYRiGUR6okMK+d+/erlGjRm7GjBmyPnjwYHfYYYe5jz76SNYzMWbMGDmWOU/TYF7cgQMHuiZNmrgTTzxR5q1Ngnl2k7bfcccdrkOHDm7p0qVRSuEYOnSofP9tt93mGjdu7EaOHBltKR5vv/22u/DCCwt9XfPnz5frOf300+V6rrrqqmhLOsx7y3N65JFHZP2zzz6T/6UBcyFzfYsXL45SCsfTTz8dfVoe8ktRz/vSSy/J/WI+2xUF8zyXVP4pbzCX8g8//BCtGYZhGIZR4d48y6uAeSUwbxLTVyvzJjLeHMbb87Lx0EMPLffGr27dukkab8LjP68W9t8Il/Sqc171zJvT2rZtK68a9uFVxrziOf5KYp/Ro0cXeHsZr7Dmu/1l9913l+8/9thjo6OWwRsI/Wtk4W1pHMeb6PRV61yHv71GjRryfT68CZE37k2cOLHANbVv377A9fBGNs7Dm9t4HXwcXnnO2+l4PuzPG/zYn/vA+t577y3n5Y1s7Kev/i4uoeERNG3aNNhggw0yvnY6DY7j1eP+b2fh7Xlcd5s2baI9C8ell14qx/MacOANdWmvT4/D8+BNfDNnzoxSiobm7b59+0YpZQdvUuSNj/7bSUMjSq7niiuuCOrVqxece+65iXnJZ/jw4XLMk08+GaXkwau/SecNiuR38h95IYkvv/wy6/fwlkrue2jIRSmFgzqFtz8W9njyB/kt21s241xyySXByy+/HK3l8eGHH8q54umZ4Ht5O2W8nuN3cD+4L7kyZ86c6NMyOE+mt0XmCs+P51iR4V7n0k4ZhmEUlQon7FUs8fpfn3322UdEQjZU2NOYIgJ5hbCKHxpmGrJff/012jsdXp2NGIy/5pxXISNcTz311Cglmd69e+cLSK6J7+U125tvvrm8qpp1XkHsk+3V66+++qr8jm+//VYMD17p7B/D69fZxmuafbp27Zp/Lf6CQEeAv/3223I9cQMmjgp73X/GjBmSzj3hui644AJJX2eddYLWrVtnPV9hmDJlitz3Dh06RCnL4HrSxAkNLYbY/fffL9cWX/bcc0/5TUk8+OCD8gp4XrONAcMr2VnnddK8cp1XhvO7uZeks87v5pXs2Zg3b568bn3DDTfM2RiIw3GI5y233LLI5ygOGJFxYY/w5Z4g7FWwp70KXVGDO03YI5R49TmfDz744GDEiBHRHss49NBD5T6okZu08GpzztG9e/foqMJB2eX4ePnKBoKaV+7vuuuuUcoyKK/kwzivvfaa5HfEvQ+vUeca4umZuP766+UYDHuf2bNnS3qDBg2ilMxQ55DHzz///CglD+4HxvN9990XpRSNXr16Beuvv36h7i91HmXPz4MrkmOOOUaM0FmzZkUphefTTz+NPpUM1GNHHHGEvI6/rKCti3/f1KlTxVFGPqSdTzPSfYYNGxbcfffd0doyqFvOPvtsqfeHDh0apVY8MGb/+OOPaM0wcqNCCXsacLzOBx54YJSyjOeffz5YddVVg+eeey5KKcitt94qAivJM4744X8uggtBj9jabLPN5D/nrF+/vlSMeKbuvPNOORfrKpCrVKkSHH744flC/bzzzsvf5i/HHXecHFu9evXltqloiIsgvKK6P9fBPhg5rKsw5zOik/0K4/GiATrppJOitewg7H3Brg2QCnvuHSBYTzzxRPlcFPbaa6/lPOzkCb6DpWPHjgW20bNCOnkkCUQHXnn/GF0Qg9mE/Y033ijn33nnnWVdlyRhzzrGZC5C+7LLLpP9Efk+9ID4x5Nv4wYJC3me4zHckrbTgxIX3sD5k/aPL2nHAwYl951G9fPPPw9uvvnmYMGCBZI311tvveDjjz8W4YhQoyG/4YYbEj3u9CZhoPIMKAPkSXqy+F2ZlnHjxkVnyANhT3mdMGGCGOM8D/IhRv3ChQuDsWPHShnl2CRh/+yzzwannHJKfr7gWXKsD9d35JFHRmvLQ9nT4+ML58PgTUuPe+DJy1yrn6fx1pOm58FYYf2xxx6L9kiGHjjE+z///BOl5PH444/L8XHB78Pz0vyAwGL/Tp06Fcgn55xzTn46PTYYfAg7hev293/99dflOdPLhOGtPQkIe+o4nh/fi3jLJnrIB3w3+Yz8tqJB2JP/iyPsKXP8Jq1PszF48OCgZs2aYgwmofUEhiX5ZsCAAcvVOSUJz47vi9eriHrSec6NGzeW+gOHTRq0M61atZL2lXLtg4OHnmt+8y677CL1OHVOEjgIrrvuugJ5ML7giKPd/v3336Ojcodyxe/iNxUW6ina8TFjxkQp2enTp498H84qH3o2qaMK05uXC+ganFv9+/ePUpZBWaWtxvFSHnj33XeDF198USI/KjMVStgff/zxkmHTvK+EThCik9SQffbZZ1JAGzZsKOfAo6WFVs+bq7Bn37hw33HHHaUbmsqKEAo996OPPirb69Spk99F/9577+Vv95cnnnhCzk3FrWkIHvXgs8QbhGbNmuXvP2rUKDmengjWEUSIJT5TWbItrXJPgsYVEa3XTSOKAKaCSILv4jvuuece2Q+Bwb633HKLpGvvBoLKP29hoNIivIhQJr0nmRYEJd/N9cQrfwVhj5fRPw5Rw3dlEvaKekl5rirqWWh0SCePsK7CnsX33KuBEF8OOeQQ2feuu+7KT0Psk5+6dOkixwKVlOZFXVq2bJn/XaeddpqkaRhWfImLYK7N304jqecir5HndBuNJ/c4DgYh54GddtpJjlXPOwv3FOGJ4FLDmoVz+qiHf/z48XJ/yZMDBw4U770KfEQiz4zGg+0Iw7iBgLAnxE7BuKLBxBBXrr76ajlfUo8dPXCE+yFM1XjnHvtkE/bUWxg8PEeulx42Fe6cl4aYde4L90F7uFjioSwq7BEbPA96QLinHMf+fA/n5XxpYTAIY+oDDH56KzG8uDYV+BqKpvUt9/Woo44qYABQTjQvIFzYf4899shPS0vv169fdIY8AzZpP3pgCf874IADZD/qsMMOO0w+Y4ixb1Le81FhT54pDyDsKYfFgTJIuaNNy4UlS5aIcU+94d93RYU9DhjtvebZFxUMMZxUCKgkMPb5DnpSfci/5AFCNNWopC2fPn16Ypgazg32oR7Q+lEXelq5R3wmlJX9cMZhPMTrBtputqMDyHe0B6yjFVjX+p0lKSwWw1TLGGXFD/MFFfY4BgrLX3/9JXXa/vvvH6UsA4PEr78UFfbULwpGLT2SlCccGa+88spy16nwG7UXM5dF62Ecq3ED5M0335Rt5UXY67OkzS0OtBGDBg2K1sofFUbY44mnYaXAp0Fm5aGx0MBqDL7PvvvuK9sR9upB18rsjjvukIypjSkClcoAUaiiVIU9GVZBQCOe6GrGi0lF6kOoR1JozieffCLn4pqoQJI89ogF1jVOO44Ke64vUygOhT3NY4/HNanArrbaanI+ja33F0RWHF/YawWLsYHA8L2g3Av20yVXz9N3330nRgFCADCg8AakNSAUPjx8dPGmgUcIz1Bc2OtCA8HzTwPhwPEILBoa/d0sKuwRtKxzH/Aa6/1RYU+XtH9c0kLjS8iErvsezzh43Nmf69IKjOfFmAcag9KG+83v5p7g6eIz+Y/8zOeTTz5Z9sPoYz3Ne4J3jMaZfRD2hFXwWUNqKBus0wCzjlAnjyd5GxH21B9arvTZ0GhqGoKStCRhj6BUw4CeQ/bD6PaJC3sa+SRRjVDheDyj5C28qaAhOTxnBBiiOy5CyG+UefI95+C/Oiv4DxjM/B6EEnVBUtw78L0ch7ee+6ehSNdee63UneRXzq9l3t+eBCEybI977NWTny22nDoiHmrTrl078bhCkrB/5plnZD0NFfbZ9isNuIfx+jZJ2NNecJ9yjb2nvif/FpbttttOjOh4b6EKex3P06RJE8kb1DM+GH5aVnShlwsjwE/jeM7HktReky8R0QhMrok6lraT/SnbnINyQf3FZ/IE6bSXPoTr0B4g+inf3BPyJu0V56L90/qS76CXmM9Jwp4ebUUNd3rpFI6l/kwqz3Xr1pX9yac4nfhMGJCiwp72MQ3aHz3ePw8LUQr+OvmHXh+Mdq4dp4CPCnt6KMhXPDecg5yHcqx1Ku07Y/WKCgYY58mUF9FF7OP3iPBsyTPkNxyfmo43nedN/Zgr6B493j8P9yXJOEXYk6+SoAdIjTxduGfUt/qMcTL4z6IwIY9xqJdzNc4LS4UQ9nhnaZRpeLWRQRzQEFBYNG2TTTbJv+EsCGq8jRoaQqHkPLqdLmgaERX2WJVkLA1pUcGNkMwm7AkxoOFD2GtsuZJN2KuHX2Psabw0k1JJZRP2nIOMRybkMwUXwcJnMiH3hoqANDwAucIxfmhNNlTYq0cPzwz3EM+j/71UCFTAucbu++BV0v25b3xfWjcl35Nt8CkeIc6BgOFZ+4t6LGmIkmAwLA0L9xsxPXLkSGlktDFJEvY8i7SeIRrcNMGOiKSxzcXToBWPiiDAw01akseppFEPvS6ESVFZk59YTxL2NDDx2HhtoFh8Ya/hYYgk1lW44tXKRdjjvUUkUi4JE6FRJb2wwp5eO33WLAgQwhl0HdGC9w8j20cHpSPsycMq7OkRo7FG2FNXIfKpo/Csx/FDceha5zP1Dx519UqRb1nnnJTBOHwv36GhLhprz7Oia51tfqiLvz0JFfa+Z55FPfHZhCv3Ny5+EPaaZ0tS2JOXMoV5lATUt+QJbZ9YyJ8YoH4aeYZrpA7PhaIKe/IRZYp863+/Gni0e/46Hn6/PlIDpDBLPHSFe06difGvnnt+P2WFz+R38gz1sQp7XXxhj9FMe8c9Q6jj1MMJx/WrsEe44qHHSMahQi9xEmnCnp5mBWHPdSfBNfC9tDfaa+7H/eci7GkfOR5dQb1Azzz5B284eRUHHeegDGCsE95IvafHAUYU9Q6GOvtqTyj/0RXq6MToIJ0Q0sLA8/dDnflezhMfU6NQrxBBQb5Swcwz0ud5+eWXSxr5jHV1uhZmjBO6jPPoOVnQcZwHQyxOJmEPSXlYQ2Jp3+PbkpxSGFTaBmRaeLa0Sb4BWVKUe2HPjaNyVMufCpqbQkVABeTfKCpMHgCFnAaAgXR0uSsUGLaz0GDQdUQ8tgp7FVxkLNaxJuOosFcxrqE2pNGVj8gkM/sDdhAQSV3GKuzxenCuuLDXdWK306CXge8FPCBaqcVDbmgIEUKFgQY5KcaeAo0gjjfUKuwpPOrdQ1z4hY5FhU2msIVcUGEfN1YQ3IhHKvVsqLAnzySB8FMBQKgE3i01LNQb7S8YQhh5aYNnMw3wxgghX9MzEYe8zLn8EJw0EPY0ZL5nriyFvcYx6vgPhDIDiv1QnKQF4a9xsIhzGgFt8DN57HU9m8feD8UBzk+5UDKF4uQq7BHyiCc/3e/dQhSzj4aG+B57X9gDgkDHjsSNV1/YU8Y4jvPyfZyTbeRP1kmnTMbhe9lXUeFO3bHNNtssF1uv2zU0J44KewwCbfhYNMY+k7DHGUIjR31GbD3ClefAmCjyM+fhM7Nf8f1aD+cq7DmfXwep4yPJ4Ckp+A7C6XySPPZ06XMttEm5oKE4tG16jxEHCE/as2whpTgh1OGheZ4FoZfmJCkJ1EPve+LJK5QPvQYNo8WpQr5NQ0N1WDCCtbee3iLyvB+Ko+u0s0mo6MRTTj2CIGQdw8A3FDIJe/ImTJ48Wfb1nRRxYU/7QdlManNob/le6iUEOXUJUCY5xyOPPCJGCO0L9aEPwp3fqj3/eMnxKPMZByeee54vdSR1M+UVYy9+HoX7we/SMqPCWwfBZxP29ExjoGHcaUiO3zvPdtK0ziffsl4YYQ/8bvIx+Qu0fk4aN4EmoJ3AkUQ5TBuT6aO6kZCrXMC403yXtFDn8J/7RrtUGmGC5V7YM/An7gEHxBMC0YcCSUMVn01GUU8ECx5wKo9Mwj6pgtQGRWPsdTCu/71YYjRGVKCAsE9qgNJCcXTwK0s2Ye+jVn2aZx7hQOWm01WyTgaj8SGdDMw6Mw5RoVHB8DsIqfAzpHqyscT9KQRV2BOL6xcmGgwEr64jutnPL+RFIUnYI3S0qxGPTpIIwZvC72OhkWRfKndNS1vUgFOjjfxBxchv0oYEMa2hNeqxJ6/RkHKfk2JcFc6HV4k86UNFRaNC/o13o8fh/FwnecknLuzZDyMBI6g0wOOEUKchwmNNXtb8TsPEPUPss46A1Lyh3eTE1nO/6GZmH1/Yq6dJZ8VRTx4eezzUSVCBYuzwXFh69uwpFTxx8ppGGeB8NM5xkoR9tlCcJOiappwpvrAnr3JeFfaAIUBPT5qwp+FEACHsMXCABo1tWjZJZ/84acKeBo97j1GBMFZyFfZpHvu03ihAkLEPZUZ7VanPVID74zBwGiBO+JyrsMeLp3nMX0pz+sxchT1jorhG8mQuaJ2FWPPvsy5JXkTKOeXdr3+ob6jXOBdLtt7N4qLCnvZDBT6ee+1hYlFhTp6h3aRnl2v0Q1vw0lKW2V9j8lXYc2/Yn+0q7NVjT3uRBHW/nge0jVePPUKc9qswwl6vg0UNAw2F0XXqRx8MHNpbdQKS5zW23hf21D8IVM6XKcYewUv55jOLX4b4bm0n04xbhD3XqmVF29tchT31B9EWgLDnefu9l2nC/t5775X1XEF38Tu13uR5cx70V7xs8KzRNbqOoy4bhRX25YEKNXhWIcNyo+OjsBH2cVGk0LVMlx/bOdYPbaGiQUyrJzYXYZ8UY6/QXcY+zOhBRua6kuZXV6Gj3n8dPOsPlqVgJQl7PFtacbBomIN2C7JQMEnj+vx9Wbg2wGJVYRNfuG6EZtI2XeLCPh66g7XOQoHSgb+IYCowPAjFQSsaZt/B00OMMRU4hkimmTziINiogLhuzpNmEMRBZFMJcRzGEp5TPNV6j/EIc30IKP/eJxldCnkAT5bf44IHnPP4eSwJ8gT7sSDstasTIaHpupBGRY83taSh4SEkDQFGHqY80eDRE8F368xOfigOAsvPSzRYNBxJwt730LPuN1hJwp4uYYznJGHPM8PQI017B0pL2NOQkU/I93gZuTd4LAkh5LMOptX7ogYA4kd7cTiOhpj92Ie8zvlo6Isi7NkPLyGNHAYE69qrpA0aXdAQF/acn2fJdfNfDfY0j72m67p6NSlHKuDxPFN/4jRAwPG7dYyMH4pDei5CGKcQdWM2A6A0yFXY6+QCuU7JSVgnbUKmekQhjICywuQNfAfilPwLOM1I0/oB4cUzLi1jXyEP8314rYkx5lnjtSTNF+YaWsNC/lajn3BE8pIa9mkee42xz0XY+6E4tFOcy2+zs4XiJHnsdVY49djjXPCJT1tKjw31lIa/pQl7oOxpyE08TluFPfvyn4WQXWAAL+UctKdEx+HFQT9wPxV60thfHSkq7JNmuENUo7kUyrUKe64dD7u233Fh70dZ5ApOBepnIiio07mPQJlSTz6kheIkxerrkhaKo1Onp405WpFUSGGvDVdcfKUJe4QljTYeI38ee4XjfMutuMKe6yJTY0kOGzZM9s8k7LMt2Tz2hB6QmfFiUckpKoqYMaMo0CAmheKkQcXF9yF4tEKmoiaUhcacioKuQSzmuCgqClox0DBhseNJL6zXSeexx/NJBYCwJz+omAAV60kxuQg1ut6o9H3vJ+g7F/zuPjyvKpSS4FlyLr83SgU64wvSIG/TeFGBYhgg7GnAqYB0LnQ8u1yvpiEIs/UAFAXENdfLghBDNPrCnoaQBlc9jxjcXDPp8W7hJGGvHnu8eIgnGgvtJk4Sewh7RCFl3yceikO55d4kzdbE71DDQAcbJgl7fkuawUoDoOIEsUHZ4jwIYvUgIQRJY+FZxVEPnBozKth9Ya+zfPnCnvxN485zVxD2vgjX2FutV7lWQnJ0Hvu4sKfs6HWzqGee8oSBz2c88JquBoQuWi504CSLCnvuN+URIyZN2HOvsonhFTl4lrxJvsbgJt+w0JtLvarrLFpechX2GALc18JAOed5E9IHiHfqTdpLfa78p52kXGCElhaIK4wT2leui2vRcSJ+KE7SwETyAqGutOm0sRxTEsKeOlfbLPVk+4YFjqjCCnsllxh7RDh1GL9LoYxTTgBhjyOC8qHahbLMeePCnmNIZ39CdqhnmVkNfGFP+WK/tPci5CrsKe9x+F69dyw8M/alTCDA+axLcUNxFL5Tz6lGBfmb+lBJE/aM9+P3cu941nqeXBatH8sTq0YvoK1QhBamC2++22STTaIU50LB7cKMEa0tz+DBg92BBx4YrS0jrHTdqquu6sKGKEopPmED78JC7MKHHqUkw37333+/C4WEC40AF2ZwSQ8rellnufPOO13YOLgw48m2JEILX/YJK0n53rCBliUUd26vvfZyoSEU7Vk6DBo0SO5hKJJknedz+OGHuyFDhriw8XdhwZbrCitg17t3b7f33nu7K6+8UvZNIhSkcs2h1R+lZCYU8y4UCS40rlxYcUSpywgrvujT8nB/wwrODRw40IWCPkp1cv9CQSJLKKwlLRSU8t8nFO8urDjcX3/95cIGKv8YllBIyj5dunTJTwsrHxdWOi40EmRbnFB8u7BBcY8//rgLhZWkvfrqq+7YY491ofEm63FCoeXCBsyFjaMLBZ6rUqWKCxsbt8UWW7hQSLiwInWhaJDzhcZfflrY8LlQZERnKTn43RMmTJD8GwpPFwo3F4rKaKuTa/P/h42N5IsLL7xQ1pP48ssv3YcffiifydPvvfeeCxt/FzZYbsaMGS4U/W7dddd1ociXeiFsYGVfmDNnjpTvsOKW41jIo5QX8o2m8R2hYeC6desm2woLv4eyuGTJkiilIDz7UBzI53PPPdeFRr/kWcoD9ygUU/JcwgZZnmdoUMq+PnrcbbfdJuthgy/5ijxAfcJnfhtsvfXWsk46+So0OFxoIMk2hXTyAwv5xYdrpc4MxX+UUpBQMMh1s5x33nmSRj1EPdC1a1dZb9GihTyLhg0bulCIuFBc5R8TGimyD7+Fz+RbjoePPvrIheLd9enTx4WGlKT5UFfyWx599NEoJRl+wxprrBGtlT2hmM5axkLRE30qPbiGUNC4s846yy1dutSFgscdccQRUkeTDqHhJXV0aGhKGQiFpqSXFKEQlOc8dOhQaa+pb0NDOD+/AnU5bR314+zZs6VchgLfhQaabCePUqdQjwFtC/c4Cb2voQHu5s2bJ5/TCMWZmzhxonwvbTLwn/VQSLuWLVtKfVMaUC4GDBjgxowZ4+bOnZvffoeGudRJfKZ+hB49ekhd+u6770pdQR0bGibu77//lm20w9QdQH157bXXSj0finfRGdxb8oAPZSk0KKK1PGi3qVNyIal+4Hu5d7qgByjflFl+L9cdGgrR3gUpanm4+uqrpS6l/iR/QyjU3RNPPOFGjx4t62nQplDnUC/xDFR/sfTv31/2mT59eoF0XUgvd0QCv8JA/DfWH+EJPuqJ972jSfgee/Xkx+ORc/HY4yEjTAVrlEG4aWESeBDxFviedMBzq9asLnjmOTeeBk3Du0MaViQWciYIr8EbjKXOMXoccxgX5aUUWPcc73dlJUF3N5Yu30vPQdJ9o3sQTz3XhGWc6XoIRWK/bCEx6rHP1iXNfUwCjyTeFs5BbwOeXTxGdFsXBo33VW+sgheA9MLG8WrXH12y9EDgYUkayJ0Gzyy+f2kOnqUsJnXf81zwmGnYGDGKXENSKE4a6rHn+ZDHWPB6kkb+1DS8QJQVXffjNPGG+cez6PiH+Hl0iY/rwVPMdwD5hF4DPNY+eOzxcOOFzBUdTMu9wLvE9WgITibw1LNvPMQGLx7nw9vHf9bTwIPr9zLFPfJAnub3Atvx8Ou6wpgayj2x9RpHr2Fh1Mf0YNCTwTrXxMA98gXd34DHkJ4T6g+64fHMs28o6uQ/3fbge+zZn225eOIJWyqMx556ljAP8iyhVaEwibYUjlxDcTTGvjQ99kBbR+8i9StTUmo9rT1Q2tvJ82Jf2q2ShJBFvovyRa87vUTqoVaPPYs/yJ7eJq6VMJV4/YpXlu0MssZjT/nX8zEgmd8KeOTZjzoxXl6Asu57ypNmxYHQAIk+FYQ2hO8mv/BdHFsYjz1hJPr91JncF64fHaC9aSwcz3mo//xYdeA48hshRTp2iQHGlFnOQ/nU2HPuBeWPkDvWWQhF9icdoEyTznHsy6LT6sY99mkx9j7oI8q33+ucFmOvz62w0L5ozwBtKFDH8Bv4fZDmsc+EhiRajH0pQONPeAIPjhh7IC6ahpSbzkKXULab7wv7eGy9kknYMysDBYUCoxmeDEtlqSAAGFyLwcB5ELK5oKE5oYUepSyDgkxIjTaGPghvCj4FFXHB9VFxcs8Qvwhkzou4ySaCqSypeBHi/K54zHwmqNx8YY/YI/yAV98jNnUQrnZ10sgTZ0nF5kP3uRo0meLtVNhnCr/JJNRpMGi8EDIIFrrNCX/gPxUbUOHq7ydukPvs3w+ulS5aujs5H0JG33CpoTgaM5krGjIGVHIIgbhwpoKMvy8BqJy5/rixikgixMgX9sS10njpeejS9cVtrgv5jd+JCNdBs6xTgdLY0YXL9Wsojgp7jmWdfIpRSsMVb7xV2BOKo+gba31xQ95GwOUKIornlutMJLlA2SvKTE+UEX4jC/VGLiQJe+4d94AyiKDXF+6kvQguWyhOnLghgGFD/cBYivvuu0/ECM+bhbLNuQgB0jS+CwMGYcF2v2yrUPeXkhD23BOeS2GEPfmT0EHqWl7iQ0iGL3pyJVdhrzH2OI1ygXJSVGFPnaljKJS4sAfC+JgEoLhwzqR2FKhHyXfUqyrsqa8xHBs3bpx1jnANxdEpn3NdfOcfedavy1gYH8R+CFlNI9+TRl6Pt1cIew3F4ffQDviOvFxCcZLge2mHAb2CAwm9kq090Rh7hL1qFBadjY7FF+y6+HlcX2iFECadddpv6nbNJ7kKe+ofDB7yPWVJx7+V1OBZoKzyjLj36kTQWYdo03EIgwn7cgQPBQGPUIp7NRAFOoiEGKtsqLCnMNLQJFVemYQ9xgSi2QePoC+4iQXmWnQWFd96BwYtYQgwGw//aUgwMjQ2lt/jFzgqXhoJtpF5EWJ4gUmnwcTTj3ilIqCy04KicD0McOF4f1BmEvQk+BVAYYU9x1BguU4KMRUIFbQOnAVf8LM96QVTnAORkskQ0cFfGE7+/dIFowHBHY+ZBwZMIup9AY/nVn8327i3HM8AZj7zPGkctQeD60YcEtvP8friLQQQ+/P7WaeiYd1f1KPA/U66dl1otKgQ/TSeMd/rG5MKDQu/V69fF66ba6Fx0DTNn9rgaEy+zvTDQhy5Nm660Bj66TQkiBON6cZgID3u6VRhj7Dj+zEc9f7o9XGcT5KwB4Q8RjZvE6bskQcKI+yB58P4hTjkFWK7s/VUxaFxL4ywp8HHWKcBpX7D443g5Znrs+aeJREX9gh5Gi3ugYoK/rOOUMEAjUM+5Rwa+84zYV2FPc9fj+P+k3cQhgr5kJ6gJEMgUw8q+STeg6lCHU8/ohrnCHN1k6bCnjqssMKe689lPx/uA/lO4dn467lSWGGfy2BgKIqwZ8ApgiZpbFOSsC8JKP/UQ+RLoHeKPI1hwT2mXqUuQBhmEvasx3vHgPzH8Tj6tL6i3NKucB5NowxwPl33e775zZquC+fgWhj7Et/GEu85J39metFTUYU9ZZo2levAMZbkqU9ChX08dh7DHSOX+0a7m81YxbCh11n577//pEwquQp7ekrYD6FN/UGEA9egwh4tQL5gMhTWk4Q9xhT7pI0zwwAnIgADCMcY59E3g/sv6FtZhP0q/ImicsotxMeHQrFATH1RIWYtzCQSc3bGGWdITFqcMMO7UaNGpW7PFeIXw4bIbbrpplFKHqSHYjlacxIvGGY2iSnMRlgg3QEHHCCfiVUMBc5y50+D+LqwkZIY7myElYPE2YXCI6f9Qc8fNroSZ0ycG3F1hYWYP+LWw8bIhWInSl0e4qCJBw2FRZSSDHG2oViVWGMIBZjcM2KVQ3EpaT6hsZcfzx2H50mcZ1jBS+w9Mfb+2I2woZBYTe4d/5M46KCD3M033yyfwwZBxhTkCvl2p512knjMsFGTmHD++xCjSIwj30Pcd3mBOPiwkZWxCjpuIRuhIJO8MGnSJNekSZMoNY+wwZTnH4pbyW/EiYeiPNqat52xGknx8ow5YBwA+fXggw+OUvMgXzDugrhaYkJzhXseGozy7ENBE6UWhG3k19CYlzERxPaGotqdeeaZsp3vYxv5b340xgLCBknGshB3zv2grAHXSuw895R8OXLkSIm9VdiffBAKaSlL1D3169eXbbVq1ZLfSBq88cYbLmykpfySh4hvJn9rPqashI3mcjG1xKYSv+sTGsxyLsYw7b///lFq3nicUPTL2Aa/3Lz55pvyrPz7zdgIyinllt/mw31kPEMouCVWnHLHehzOS7w4dXloMESpefCMyT+cn/IUGlWSTtkkLp/jyLPUF1yz1ru5whgE8hlx5DzLWbNmRVuc3PdQ+MtnxhIRM02ZSBrHM3fu3AJxx6FBL2Nw3n//fRlr5sOYC2LKiQumrfjrr7/c0UcfLXUa94n/66yzjtQbXB9QzzIOiTTqSp9QWMp5uDaefVHhnv7www+Sj0MBJu0Wbcuee+4p20PRJ/mB58Gz4l6H4l9inrkuxtEw5oS6TyFvhQJefjPtJxCXHhoMUg7bt28vadSB1JFp9XEc6hCui3FXXIvP33//Lc8yXudmgvLJ+B/GEIWCNkrNzieffCJjUiiPwHNlrFWdOnVkPQ1+e2icyPH8diQe4xQYj8R4lu7du7t27drJ86C+yHa+NBYtWiTx+x06dJD2NQnqYMYm8Mwpq8C4G8oVz5o6s169enIe4tXJ0+QFv84A8g35lPqAttevD8gD1J/8FtpnzkMdRf1FGffheT7yyCMy3iNXQkNDxjYRS691Z0ny5JNPyr3kmXAfSoIKIeyNlQuE7r///ps4ELYkoBErruDF+GOgX3EMv9KCCohGm0a5PIH4Q5DQgOdqLCJ6OAaxmwbCFGF02WWXiVD3QdAWZSAsIGQLU5EzQIvGMi4gFYQMBgj3gYGKmc6vBgCNEIIckaKii3MwWBXBx8DqQw45RBoFnB9JhjTnYvAd52FAPfkWEOQYAbqeBPeOBpVB5gz+1UFpPtz3JFGdCX43jWUm+J0YOAhvNcoVDBoMIgY2MjCXAbrZBtJmggGKCHBAjHNtPEsECL8bMVRYKIPk8379+kUpyWCk8Tzjwh4hTh7AwKlRo0aUmvfcqB8ZDK6CVsHAoW5So5TvRhw+++yzYsAi9MmH2a5J4brSBjkWFgQX5RmRxzPzUWHPst1220WpBeH6mVhCSRL2wCBKhDdGJGAU7LPPPssJe+oVRDrlkEHsgLGN0ELMYXzgNFC47zwj8iTXm3adcQor7Pke6jueGcYm5Y8BxlwvZYLBskBZZjtlCacHv5PygAHGgFEV9ldddZXkq169eomRBNQJDKznfNQtGDG5ghjHEFYhnknYk/fuueceycfq7OD6eG7kAYxnrhtxT55mQPWAAQOkPPpgWF900UUyyJf7s/POO0s69wSxPmLEiPzB+IABg1jmtytIXQQ/hls2Yf/rr79Kfc65mQgAQzmbsMcZfGvCQP9s8JwwQMi33NsSAWFvGIZhGEbJQQimH4KYBiENhBlkG/9UVNIGfRIiwfeyEH7CwEvGePAiK/6XRIx9rhC2E4rvxJCbNAjnIGw0DUIKCQUiRENj1ZVQaMoLlAgJKsoSP18mNBQn6e3zoGMNCDUm3IbzE7JCWIlPKMLlWREzroN0CfciLE2360v2WAgHJkSXkJqkkLhQIOePHeA8ueRVhbAazkuoEM8hDuGR/AZi3v2pwX2Y6IPQOh04zH3g9+l6HH4P+dKHcTpp+yuEJvMyN8Zg8lu5f9kg9IdQHr2XhOTmEgaVhIZEEbbI7yP8l2lR+UyIICFOfC7q+ZMwj71hGIZhGBUKQmoJmSKUNQ1CsfBK+9PtljXaU4GXOd7DAniqCTncfvvtxbOfS2gMIUFffPGF9FD6YX+k33LLLdJDQZgnISx4w/GEJ0GozOeff77ceXKBniR6h5Kul54Oer7w5hf2vEngmSeUiJ6Cop6Pc9BDQE9WvMcoDXoj6WWhx4SppCsKJuwNwzAMwzCMcgmhdoxHymTEGcswYW8YhmEYhmEYlYAK+eZZwzAMwzAMwzAKYsLeMAzDMAzDMCoBJuwNwzAMwzAMoxJgwt4wDMMwDMMwKgEm7A3DMAzDMAyjEmDC3jAMwzAMwzAqASbsDcMwDMMwDKMSYMLeMAzDMAzDMCoBJuwNwzAMwzAMoxJgwt4wDMMwDMMwKgEm7A3DMAzDMAyjEmDC3jAMwzAMwzAqASbsDcMwDMMwDKMSYMLeMAzDMAyjnDN79mw3dOjQaM0wkqnwwv63335zc+bMcb///rv8NwzDMAzDqEw88sgjrk6dOu6aa65xW2yxhZsxY0a0JY8gCNwXX3wRrRkrMxVK2O+9997uxBNPlAys9O7d2zVq1EiWgw8+2E2ePDnaks6YMWPkPB9//HGUkse8efPc4Ycf7j788MMoJZmnn346+pRM06ZN3Q033OCWLl0apSTzwgsvuMaNG7vp06dHKSuW+fPnuzZt2rhHH300SsmD9LZt27r3338/SjEMwzAMoyz44IMP3IABA9zUqVNl6dChg2vdurUbPXp0tIdzV111lbvzzjujNWNlpsII+4ceesi988477p9//olSnPvf//7nxo4d6/777z/39ttvuxo1arjmzZu7xYsXR3skM2HCBBGvceGNoEdsn3/++VFKMvfdd5+rW7eudIvF+fLLL92UKVPEol5ttdWi1GRefPFFN23aNPfqq6/KeteuXd3ZZ5+93NKgQQO34447Jv4u7knSMUlLw4YNXY8ePQoYRtCtWze5f/wejJ5JkybJb9hkk03cW2+95X755Rf3/PPPu+7du0dH5MaiRYvce++9l7/wnHIBg6t+/fpuwYIFUUrpM3PmTHf55Ze7v//+O0opOz777DN5PnhkMvHvv//KfYzn27T0JP744w/Jv1tttZVr2bKl++uvv6Ity6AckSfi55s4cWLO30PeHj58eLSWDPmZ+27kxtdff+2eeeYZ9/PPP0cpxefPP//M6Xzs99FHH0Vry8BrSN1RllBP4WwwjJUFnI5oEzz2tMu33367O/XUU90RRxzhjj/+eEmnbqZuN4wKI+w//fRTt/3224v4GTJkiPv111/dV199JY3NmWeeKZl9p512kn0Jyxk4cOByHnmFc1188cUiHn3UEz9s2DD5n0bPnj2ly2vUqFEiyrgexC/ssMMOrkqVKvnXAiqO08BISILC/MADDyzX5ebD9+23336yHHvssZJ2+umnyzrXAXw/5+FeYdHHPe+IPXoqNH3zzTd3F1xwgfSC8Jn7BdnuS5zx48fn96awqHBFxNJTcdBBBy0nKhAveCKuvfZaV7Vq1Si19Nl2223lGbVv3z6rYZiJl156SX5bYRaMUZ7PhRde6H766afoTM79+OOPsh2jVjn33HPdZZddFq3lwTHc3xYtWsgxScyaNUuePft16dLF/fDDD27LLbeU/0noM/fB8NRnGf8N8YW8SLl88MEHo6OXh/NRdtLAiMdAKAsox2lwHdQnOBJyAYPm+++/j9byuP/++8WoLg6c96ijjpLyQdnimr777rtoa9F4/fXX5XmS/zJB3kzaj9/ZrFkz+X2FhTrniiuukPv75ptvSr7Jdh6+b//993ft2rUr4OSJQ77JtL0kwDmEY8kHRwt1L+ES/P/mm2+iLelwDL/95ZdfjlLyoNyTznfwrB9++OFoy4oBBwLXkeQMyAZ1lF+P5Qr3BKMyTlp6ZYU2Yv3114/W8iAqAI/9BhtsIB78bGXYWIkIKgChWAk23XTT4LHHHgvCBiBYbbXVgh133DEIxUOwyiqrBBtttFHQuXNnSWe9Xr168r9mzZpBKNaiswRBKIry9xs6dGgQVv5B2CgFs2fPlu1rrbWWHBcK4WDatGnBCSecIN8Tik/Z7nPGGWcEI0aMCPbZZ59g9dVXl+M23HDDIBTC8jm0oOXc/npYuUVH5xFa17ItbKyCzz//PPjvv/+iLUHw22+/Bbvttptsv/LKK6PU3OF8/IawgQnWW2+9ILTqg1DYR1sLEooa+Z5QcMt/7l/Y6AZhQxKEgjA45ZRTgr322isIBW90RBCMGTMmCBu2aC0d9uGcoRgJli5dKmm33HJLcNhhhxU4H4TCKQjFQ3D55ZdHKWXL/Pnzg7AxDi699NIopXSZOXOm3JvbbrstSimIbj/ttNOilCAIjcmgWrVqQSi8o5RAnlF8P1i0aFFw/fXXy/7c19CQlf1OPfXUaI88pkyZEoSGTTBu3DhZ33jjjaVsxQmN1WD33XeX56Q89dRTcs677747SgmCsOEPdt5552DNNdeUchYnFAhSfk4++eQopSDkXcrp2muvHdSuXTv4+++/oy0lC9fx5JNPBnvssYf8hl9//TXakgfbO3XqFKyxxhpy/yjn55xzznL5Fr766ivZl/NQJ4TCO9qyjOOOO07KWNLxuUD9wfn79+8ffPvtt0Fo1Esdk8v5QiGU+Cwox/y+V199NUpJ5ogjjpDvDoVElJJHKNaC0AAPpk+fLvXkTTfdJPWnz7333hu0atUq+PLLL6OUPLbaaivJkzzfULzK+akb0uB3cv95Dj179gz++OMPqePiS2isSL7Zd999ZZ/SgLqCuj0UWwXah2OOOUaujzqsbt26Qa1ataQuzwS/md9O/vHR9GeeeUbuH5+pK2gP41AfkBeeeOKJxHvCQtu53XbbBR07dgzmzZsXHZk73EuuYZ111pG6qTBwzZtssklw0EEHBXPmzIlSs0MbTP76+uuvo5QgCAW9XEcoaKOUkoH26YILLpCy/vvvv4t24L4tWLBA1oG6NjRGpY4qDNSJtPM+oeEZbLHFFlI+ShN0RbY8WNkIDepg4cKF0drKR4UQ9tddd50UZAoaAhMh/8ILL+QL6nfeeUcKIA1UmzZt8iuyTz75JDpDHirczzzzTBEOu+yyi6z369cveP7550XQkK6LCiEMAGAfCj2NGIQWc/Dss8+KAPG/l+8ZPHiwfEacI/hvv/32fOFABRta18GBBx4o56fSRnyzjpHBb6Nhql69uhznC/5cIFNzPo7nd+j1JkFjovehRo0a8p8FgwYDiHut//ntunB+fvd7770XnSkZKkQaAs5JA4545FxffPFFtMcytCErLSGXC4hchPDUqVOjlJKDfPrSSy9Fa7kL+1tvvTVKyRP2pHXp0iVKWSbs/f0AYU8eVIOOfMF+cfGESCIdAQGZhD3CxUeF/YQJE6KUPA455BDJw0n06dNHtnHdSXAdBx98sJy3RYsWwZIlS6ItJQvlUAUTS1zY9+3bV9IxwIF6gPVu3brJujJ58mQRGY0bNw6efvrpVKGNsN16662DAQMGRCmFQ4U9Ih1wdLB++umni9BXuPd+WWXh+qgfX3vttWivPBD2iIs4iOP48XzX9ttvn5q+5ZZbymfqZe6JghDbZpttRFSSBxWEPQY+qLCnPqVO8feD7777ToQ6x1C3AmLJr6+Tlg8++ED2LSyIMO5jWh4lD1P/+fke4Uudi3MAbr75ZvlN1HnkHa43CfIN+2EU0S7octRRR+Wnn3/++fKZBYNi4sSJ0dF5UK+wrWXLlvm/nXqMNMQx6xj+eg7qkTgjR47MF+wI8QcffFA+KyrsMVyLwiWXXCLH9+7dO0rJgzq3bdu2kk/icO0YIj5cF+fR9GuvvVba5uJy2WWXyXnJ17Rbd955p6zj6MLxQTptF2nNmzePjloG5dF/frpgiNOe4mjEAaAg7DkXjrNsUOb9c6qRTDplmrQkIxY9QR339ttvRymlD8Yl10P9mgQOE8q9GkslDQYaeRRHSpLOyMbjjz8eHHroofn3mrqQ+ozPvXr1Cvbcc8+cDDvyLufJZlShU3GuliTlXthzA6tUqSIFQBcKMpWDrmtDiqCmsNMIIGjigli3KzTQHI/3BY/21VdfHW3Jo3v37rIdgQRkxCZNmohQx4NAYafgUMGrt5SHyPe88cYbUknycGfMmCHblLiwP++882QdrycNBg0jFUgujRJeGryfDRo0CHr06CGiWD3wnAsQEuyHF5EKngo8Dukcw0LjxP3FkKJXgrSTTjpJ9tP1+++/X9ZzgULMMXvvvbcYETybJGiIuOeZoBFAoEyaNClKKXkw0qgMtYehKFA58Jvp+dCGFg82ac8995zsUxRhD+QNKi0lTdjHiQv7gQMHymdtcLWiTRP2GH7kWZ6fLloOabz8dJ51krDHU0j+0ryZBgKZ88Z7CEqDzTbbTL7LF/Y0ktxnrlXvC2WLcrbuuuvmG0sIKjyKu+66q3j2ssEzwnNJnROH79S8krRQBrlOBAbr9HiwzoLBoOekPvQFBB5l9qGOi4Ow57liGOCJ9I/zoY5BxPsGBNxxxx3itY4L8TjsR702fPhwqe+4fu4jQp3P9OhxjZQ7TVevMuWgYcOGwVlnnSXfwzVzTFEabepijs22kHe5HjzucQGCoYnBefTRR4sYxTDCEFXHBM4czkHPGOvsx3/KRNxTTqNOHsO5NGzYMDnunnvukfYAQ5rjEH6sY4DTE8ZnnD8+Kux9wU5e47oUvpt9jjzyyCilIBhn2rtHG8e+9PgpKuwRwGlQP3O8v6hDjXLmr+M48/ejNyuOCnvywA8//CB6gGvTY/Q6MaaSylQuqKceBxZ1oQpkFfZ+PkPgkZbUW63CnufHPno+0nShjaYcvPvuu/nC/qKLLorOkA4Cnjqf/WlHaEPIhxdffLF8D//jPWXoH75P2+6yAD1EW8B1+nkvDhqE8lBaPQkffvih1MvUW4WF66cOon4lj2n54/dQJlddddX8NjwObTG9inPnzpU2gd+o4Aj26xhdaG+JSIn36BSHCuGxxzupHnose6xVbryG3NCVzgPghnOTaDhJJwzFJ03YP/LII/I/LqTjwh4oPDSEePPat28vab6wp3LmGIQ9FSkZIs3jqF4YFS6IGNZZuE6/QmDBqKCi0/NxfrrjEc40uNpzQOPFORBPVE4UfPbjekmnAffBW4YHnpAftut9peLFS8bnuLDP1nXvQ+XCMSxJniLAq8V1+p6+OHgdmjZtKuehMsTyzxUMMd+gwcOT1pMxZMgQ+Y4kD1KuqLCnm1XFrnrM1NtSVGFPI+Tf/zRhj9dNG0AW7YHCc8S6GszaU5OLsGc/PBZaKSF8SGNByPjrScIe7yN57eOPP45SklnRwh7PMWnt2rWLUvLQvEx9xP7qsSYkJRfIc/Rg0RMXh/zsG0fxhTLCd3Hfk7arg4P/1JPqnUcUcBzCQ0MNdKFeYJs+W35PUqgEYpptGq6l0PuJBzkbGEKUK6DR5Xq575RnPmvvCAaA/h4t3zS0WmZw2hDWyL7URYUF8Uf9p9+RyxKvZ7iv5HNEJnUs10KvCQKfzxi75B/yOfuxD40654oLe8QsbRllnfLH8Sp4KafxdYyoeEgnJAl7erepy7UeU2GfFuqIsMfjD9SV7Iv3VclF2PtwDupddRyo15g8Rx3it6s+3G/aKoQVwp16iv/kFzzftIO6H70dLHHjqzDwe+htomfOD3FUYY8zSssL309apjBU1QD02GBUq6EA1NtsI+8WRtgDbTz7k18AHYDjKC2kkfYcI7OsQ1Lef/99uc5sTjramDQjszCQ5+NaiYXyQi9hPJ3rwpOelmeobzguaTu9RTgW06BXnt9O2KMKe4xjvo96gzoAo459+P1+PZOLYyhXKoSwBypLMileZIQQwqlr165ygxBPPDCEP10w+gDjnnKEvR8ygweL4/EOUfHSQGH5qqc/SdgrNEhauBHU7MeClw+viq6zYMElERf2NJJUHlhvpGtjy/nJGHzm/L7QwROv8c033nij7KOx8rr/VVddJdvjnnygwaYBoqLR7VRMd911l1wHx/M7qYy5D5wbq7UwYORwXrrj07qjuUdU3EmNloJw5TxcF8833uCmgVdMwwQI6yL/8Jm8kgReS7YXp3tXhb3fZa5dvVrRF1XYx6GhZr+4aIiDYGe/tFCcXIR9cUNx8MySD7KxooX9oEGDJC0u7PHUkE6DpONH4gt5OZP3kB5HYtZzhXzO+TQUhzycDUQAeR5Rj4ccUY4XKQ7lH0MjU7geYIjQoFE/YZyp0OG8GmNfWNJCcdLAYNEYe+ppv1FMWgiXoE7NtZ7IBQxS6kuuVT3xhMzgkNB07dUg/1MOEGBcT7wd0fqWhbEeKuwpI9RvfiiOrtO2JNWhKuwRJPpstIdQDQOEBuu5CHvqLfb1hT3GFWnqBeV3UTdxbXE0TIw2Vnv1NE6etoRYe8QPeZQe5biI4vs5L6Kd/MXnAw44QM5DqB73k/ZT8zhjPzRkrjAQcqntoda3GB1QWI89sC9tJu0nEFZGvqCcQXGEPfcbo4b8j4Ck94s2zDccFNowriPes1MWqJEeD4WOQ7mkrSnOGAN6UclPSY7QpEXHCrGk1aPqsddy5C9oHwzNtFAcnotup7xxHvLwiSeeKG0aWgwnEN9PHiIf42hIqpuLQ4UQ9hRabhCWjz4gBL4K+3goThraBageaV2oFIEMxrqG5KQJeyoorkfTEd40NHjT8VpiIfPAdPBrWhdLXNgrdKuTTugM/2lAKMR8jsfj+cIe7wBdxGoQsFARqIc/Luzp1kY4aaNMA8J2tRypcIgpo3sNbxQVEZVrYYW9huKwpHnkaYQZbJYJbVhy9RgpGHOEDlHB4vlhIU/xu5JQYZ/kVc2V8ibsuQ710OPJII9rvmOQNOmlLeyphPF+sS0bKuzJ+6VNUYW9do1TcXO9NNpadhGUaSDs04Q2IDZ08C0ikTqNxkvzVC7CHmig+B4EOR58wGuknnxAcPBck8SBD/slxeLTSJFf0o7nd1Bf4z2kvvNJE/bUn6zHUVHF86Ku1l4jf9EQGkJ6NA3HQkmBgUW9yHmpT/DIU3/6va3adc99QYjroGpCiXzYT4/xhT0OJkSE77HHK8s6vyuJJI89Ip9jNJ8VxmOvwt43FPR6qEdYV0OB+tRHPencH35TmrAnBIbyRC8EoTSZYuwpE9p+E5ZFnc5nhD3b9bqSBq3nCmWW86jjQ4V9hw4dpKeLMET12MfDdgEdQn7mOlWnsPA8uRf0dhVH2IOG35HPEfVpoSwXXnihGOwrAjRCrj0F9GJThooC+QehTv3GfWCd+x03En3oPaIN4v6nXR/1ZprTzxfuScSFvR+Kw/Xx7FhwTlI/6Do9LyVJhZjuMhQTMnVZ2NjKlE7xaSyZvu/ss8+WaQrffPNNFza4btVVV5WpC+OEGUmO/++//2S6PQjFsfxn/7AiS30BVSiEZK7YUGzINYUZKtriZPo1XhDB1JLhg5VrYXpJpokLK8Ror2SYwpCpCkMx5ULRLVPY8TvDikC2hxad/IewcYg+5U1TGYp5eePuF1984cIKwr3yyisyDzkwT3loAMl6KFLlN4O+oTcUITJlFi++4P4xRRuElbbcv1BYyneHmVDmyQ0bInkBmH8NmQgNHzmmatWqLiwokhZWbPI/TpjJo0/p6LGhYSH/cyWs+OWazznnHJlCNBQNMtUev6uiwTMPG+9oLQ/uyx577JE6PWjY0LpQWLnq1avLOvcvNAZlilimtQwNPknPBnk8FCBShsgvLDpvcthAS97Q9KSpZsMKV9K1vOVCaDi4sNKO1pKhrN1444353520JF1PJrQMZUKnBA1FswuFvkxvyD2oVq2aGzx4sEzJm0YoEF1ocEdrefDeBuqLUHhLuVtzzTVlSljqmVDcyXzx5Nu0MhSHfE8Z5/74ZTYURQWmVlx99dWXm0ovDt/JNcfvK3VG2vFhw+lCw0SmJeT5hA2mzLmtx5IfqCP53LdvXzmGuoj8ceihh7p77rlH0oBz+PU5x5D34kso+GU7ZV3TtO4pCXi21KW854F6PjSKpZ4kfcqUKdFeBQlFrkzjyYsLFe4nLx3i+uKEgkCe15577inrobiVvEX7w32gPKcRimdpo1iof3/88cf8d0UU5c3sociV38Wi0y736NFD1pkemTYlXj6Z1jgUNlJ2tc5JgjaGvBiKcZl2tVevXtGWglDfMdUrvweogygnEIpvmTKXfLXuuuvKSyqLAu2n1qtMKQvcL/IOeZLvueuuu+RZUM+GYj3/ehSmpHzhhRckPTT8JA+OHj1apsf++++/S2TqXi3H33zzjfzu0KiSdR/K+/PPP59zO/3JJ58s98Za9FZRXkhJ/uN9QDyL0MCRqVzRN5T1JLhGNExR34URGlKiebgPlH3uO1NlJxEKa8nDlD2eI9eXBNoLHYeO1LpKF94dkAna0lCoy/OmPuc/LxRjil6Oh0cffVTKJDqP+wOa50qKCiHsucncHBYqFMQvoiQNHjIZBvFdGKiEOA6BriBoqYAAo4GMNH369Py558eMGZNfwEMr2oVWsswBz0JlT+GOgzhjPuDHH39c1skMVJYIpquvvloaNcQ123fYYQcXWpiyX5wNNthAKpg77rhD9kewUqC1guI83DOuK7RUC/wuH4QewozCSEW0++67R1uWgaijotbPuUCFPXfuXNevXz933nnnSVqaiCRjU1nRIKWhBldhC4FerwoxNQyyCdq09wsUBp4/DTtLpjndc4G8zwtJ4ufhdzAPv29o+iDiqDhpHOHAAw+UvIVAoOHPFe4/eWm33XaLUpYxa9as5d5YHGezzTaTt0cXBhpL8nku8HzJQyNGjJB1KlUqaV0vCTQPkTeS8iFCOs3AygbHISDOP/98edYYu9R1iD/EDOWc782Wb5W1115brgf0uhGX1FGctzDod7Zq1UrqSF1at24t6Unw/Z06dZL9uA4+I/BZr1evnogHPZ+eB2HG79XGEBC01OXbb7+9O+CAAyRtRUJ9T/1Ow8/1NGnSRMqGCjecJfzW9dZbz9WqVUs+s5x88smyHdj/iSeekPIUR5+V/ufe876Jv/76S8oxQiiO7nvZZZdJW8CiZZs6g/oH5xFoPV4a/PTTT9KGUb9glCpbbLGFtIcK+fj/7N0J3G7V9AfwowwZQomQmSZTRKKQZAhpQpGMyb9JyVhEytCgEElJgwqlkjmiQRQpUkklMlOJNBmKnv/57nvW277nnvMM733fW/e2f5/Pft/n7DPvvfZav7X2Ouccc8wxieC4Ng7E6quv3qydA/qKDTGOEbK99tqrWTOzQIT1J8eVPeWkIos/+clPkuPhXthrbe8+9LdACRKZwxgNnrLuuuum8cyuCjweeeSRIz98OVMQMLj00kubpX4gumTV/bjOHJxOMkTnTAKBRMEzNhfBF4hAuDnDXRBcIxfjXG8beJlx1Xbcu/iJgAu7ia8NczYDAinGUui5KDvvvHM6L17YhuARjug7QuwOhzfkFucIHeq3dm/L+0xioSD2iARj9Ic//CERPwNFRCsi0DxqxkDkSCf7rYiAT4q3v/3tU/vx7BARkRmgGNVZjqijyARlgFjxAEUdXA8lgNCaAWhjueWWS0pBByNdohXuRdSPoaDwPvzhDycvl1JxX87bBxFDRlC0AHkKJQ+cHIocaQ+FnkcjkX9K6PLLL59yFOwvWuTcgdjHtozVKHAydttttxS55IRR3iKQSBaD3obBRsFS4n0QyXQcMvDKV76yqb0FDC6C2QWzH+E0GHSihwZ5F6Kto4/nB5QakqZwCjlqi4/4InEb7ouzZgaGfOSGeYcddkhywgiJALTBiRRlOOyww9LXiwMIlCgiGZzEgeH0OWeMsYhC5HXKYx7zmFSfIyK7w2S5DXIxqr0clz6gvPWzqKZrQAyMK8td1zMMvtKMmGm/PLJOBoFsjDPL1AWRQO0QemUSIBr2H8dJNH61tTHNsRcdD4ikiyhNAtfMaJKBKEhBDl+tJmtdoEPoQ/shp9pXv1k2LgB5j2P74jYISNBf+nZcJ282QU8j8fSI69EnufOo3SNijiwy9u47d6ZEf7vIAUTgIf4bn3QVRxwJ6nLgbct5EjEl8wqbpJ6Non9EZs3s0X19MFbMtLQjuOOA/ua8iCRz2LbYYouk+8kews9+0t/suGsQNWUHESXbhKOsbcmD2V4kETlUF7qmD4hqtPsk4IggXewTHRlBQ85kHhF3f4idttljjz3mcTLtF7J7n/vcp6md86XkX/3qV83S9KEN6dmINI/So4joMIhsm3FDYAUWya06jvSaa66ZnG/EvsuR7IMxAeRQf9NT5O5DH/pQqm+DjOJDM4mc3+AaPowmQETWBIm7QG44X2SME81BkSHShj7GzWxPD+BbAr3AxrA7+BFH0X/6kQNvmW4MCHiOMys8bTQpObdZyIWuPceU0y4XSY6bHEH54cNy7OVqdj08WxP/qdy3WvDS/nICuyB3Xg5YDg9U1opo6h2tHqLN85HlZVvvuB6U6IKHfWxXK9+0LLdPDp73M9fEduohWHmpgZpIpNdrWp9DfTvH3r5KbUhSPciRjQea8nqQa+0NBl7lF/vKrc9RK7mpdeeMeMe7B4fcT+1NNzVz8ta1v/37cjw9tOS5hj7UxCJtIycvf6gLHL9WqCnf0/MIAW1DfuT8nXrqqen87qU2llM5n23Uhnrk6y633nrrdNy+e9FGnruoDWVTM+e98vnyZWPm2NcKIP2P93cH5NXWhj7lxZL72oinV8IFnIt8RA6nMeM47Ydna6OfZKtWgmlZ7l87x96bd/RpLpNQOxnpmF059h7eqx3cpmYOjDsPdY16tdcJt3KOPdSGe656Y88YWXbZZVOutbcOWU+2ctREOu0beqkNuerjPDxrO+O2DfXyjEe9RcE2ckq9hcZ1epAR6AHjBRzf8drwKlTyHaUmsFMPz7bra8dqnuXawDVHmpN7rD3iLWWuW/6pMRTIc+zbIGOB2rFI/dUHecyOE99kmA0Y8zVJSDn/8bYeiPfWkwe51n4rcrRt35VLbdzYJs+xNx7BvXipA71hPNKf3ixkbNENOYx18phDfnz+VhygH/re4CTH3vnzZ9AmfStO7XQ2v+a8+tAzIl4TSOe4D/DQrOOQAffYBhsrd16uMz3s2QzPpWhX+8mRjlx3eovc0fuWlbbNHga2gg3X9o7pWa8+kGNvGmJ/XI/86RhH4FgxDug4b3nz2/auS//XZDz9luNN30b9OKDL2e7aGU77yaPvgvFlfT5u2ojn5ugqvMEbAfEd+13UvBlIO1se9RBswLN82sQ+Cj1QO0HN2n54huSII45olqYPr4x13uB99Bw7r47+8VBv33NN3sZljCrkwfZ+e5bK/nR+rG+X/EFqtkJ/k0v/tUftMCX+ql0dyzM5OJ8PpsYbcuKNYTOFheI99sgcBXdh6xV5Qex1hAY2kAxOSlC9wZWTN4oRafHgVRexJwiOY/AY4Na1yRQBVI/YuybH01G1x58e9HFOr9H0MASC79VsFKGHaYPI59DBtjfQkB1GwABzLArefscdN+ejRB7EyhGC4hV8tosSA9RDY3k946G+TewD8fBsEMnag00Kz6su3Zf1BHappea8576P+CL2SIQ29iYPBgFZDqWn5OQ7QPk7LxLZhdqb7t2Xgo37zkmTffSz64Ag+u6tC9ocWR7lvHj4y7kUJG868KCN/fuIvbdPWO+htcOzj8Uw4B4kJ8+MPIPJ0HtYCsmPh6U5ax7wDIPaR+zb6CL2jGsXUZ+U2IeD0NWHAWMeGXBchcKebhsPA5kwJu52t7ul81D8+Xl8K4EzSRcYP/QM4uqDJQEElgFDUm3DmUWA821y0BXtY3TBmDEOvUGITtKeiDrCjfC4Xv/BNXvzTQABsU/UMfT2RZba6CP2XiuZjwHy55xeQ4iQeEjROHvoQx+aDFQES6KQtYAXHdg3iD39qw3yb1Eg9tpx1Pcpbg1in5PVNpDm0K/InnO334ozDEHs9fUdm4dSjRt1XYU8avO8v/WT/m4Xesw+bEnUIfvq2Jwc8bBsPDyLcNAn8WIJGIfYd4EOIHsIovYytl3bd5oPPw6Da+ecxltyoqy22pyPeimCUPk6jsO4oANizAexD4IehBzBtazkhF3Rpl2gL+nnnPjDdIg93mCbeK0lWbOf83dBoM517rjjjk3NvAhbv/HGG6dl+sjy8ssvnx6yFsQIWRmX2Duv7TljoN3wm2HAo+wzk8Se7dKX+BJuhMNMghjHoV/pzggYB+g3OrINTqlxzIZxXDktOCAOKxDguJwoDsPtmtgPQxB7BCmUa7vkEW4DLX/DCOLDUwvCjVh72l3HOK4oQDuqG8T+ne98ZzJESJLoO48Mmc9JKYVj2ygGcx+8HYCBJQQcDIjIfZR2tDSIvVmIUNzDCqNs+zaxp7BdO2WAsIvwuRZEGZHndcYMhUESn+CnBHn7MwWKgfLKI/2TwMBhQCY1PDm0UbxBZBgQCANXO0xKOn2XgVKOSHEfsSdX1udRTMpLlIXS5XTm0ThK1PYUM7QJyTBizzGIyEOb2Hu9HiXpNXxt5MSekgrjanvEpgtk0eyK/u4CpWgbb6aJcTwbxF40KR8fSnuWT0SWkY71Zn3aoJQZMzrANvRRH0QTOYVdQNC0nchcRE8RewZaG8QMQBB3DoTtzQDmMov0OUZsD/FqwTb6iH2OcAxcDwc9YOwjCBx98mz8dQFZty9ir0+R+pwwwm2V2OtbRPqA5mvBbIQ2NxvrnulrelKQZ36Ivf6J76jEG5nohZB/MqPdyGN7XHPkY7u8xFts2Jb2unYklR4xw5hH0CNyG5gusRcAQub1m/biuHRF6rsQxD4Hm842e6uQcdcmXW0I3NHr7Qh7G+2IvVdFut9cX3ptoTffjUK8ha0NxJ6c05XjEnsR+lxfRkReO+YzRjm0zTDZs94xIsASxD5e0ymAYNksyThvtwH8xj6CHTEDIBiCZyG8XWDD3Eff230mQRB7QUUyPu51t0HXidDHeLRMtxvvUdhI8sxWBfBI3/2hByD4gUKPGAd+//SnP03/C7HvgYg0JdsVCZ8fEEKR87aRD1ivcxk1/0WgRNy7QIG6xr71gJBRYO30EuB4OIf1EYnNYWB31XchCLwPSABFwdjyJg2G+JpmTNNRcq49JwjgOOo5ADMNilekBJkZlgrTBc4HhR8pJZOCIfW9gL7UrBwcHK9om26kAZFGGJDliKgPg+0pDRH4fOovByXRJkw5RhH7UPaK6HWAo8WAdhFxpJKhQlA4AOQCoXEMUbUuMMymOkeRnkUN+m1YtD4cb4aEE8+ADwMCH/2Vv84S6Q9ymSOImuMiS7bjOPQRe+NeSpTILUej72vTDFXMYJGVGD+CIuSbfPhWAlJnGySe4c3HGYeJkbdPkM+YZcvRRexdZ+wTX/1sE3uEnMyFYZ5OoRd9oFB7WPY6xDyQE6k4giOcccSOLjO7IUCC6LRntoLYmzkKGGeCJ8hDgKOdL48D6UAi4+0UHTDex9E7OeaH2EuxtK/C3uirPG2wD21iT8fQRVIsOPtkBAmju/qOZ584t9nbPrSJvXEi2KXvAoi9KPAwuF9pMuTeGFMQ86c+9alzORajiL3xYV+Os/OG/o1UnLifsNs5EHPy1keYXZ/9EXkzapE6ZlmbGqsyDrpSASNFJ0+3AymuZJ5sxbdrjFVBnq6UHLxNoIDTNwxsnmPlX0HuQjsVpw8Cpn2Q+u0YUi7DMaCPpWBxuKXasHH0bFuPs4W2izYPYh8yRy7oDfurZw/MhliW8TGTWKiJfcH8gaKgYNuOUdRPSqxnChQ0r7eLSA6DqNl031mNUJgeYwTGAUdokinfLrjPPOI+25BfKJKbp0nkYOhFv8yE5dfF+Rt2ne31EXHvOw+YVUC0ZjpScVuFtmAguiL+AQbVuGs70n2wHSOFaDr2KEcgB4Kx1lprJQMjctSGaWZfU+V8IvRI3TAgWfrT8YJIMrCWkW0Ioq9OYTyDNCMvlv2P9V0znIi98+TQDkg1UhH7zmaOfTuSHchz7IPQtcs4xB60uRm7vH26iD0dghgE2YjfivQexN5x8nr9IQAyKk2ijSD24zwfAogp3aA9zBbRK2YPEFzHQfrcW1xfnm4YqTeCAzFLJI1N4IWscw4DkSbmuwj2ac/usWOCNpxqs6V9aBN74GyaxY+2Q9z6iH2k8MSzAEHs3Use2ZVzbfyNIvbsMn0QJeyhdtCu6pyz63klwRNknRPQBecnU+F8Ip9m/mPZrHCkorQRxF5755BpwKkF5+cAun/X2wURcccZNkvH6YiZJxkXwzAusddHXYiIu/sjCxwKY8r5x7H1xmyew4/Y55F/4Bhw8jjq+AYnd1Ra5nRQiH1BQUHBLAOxF9meDSD0SMckxB5s35cSIV1v2HMQXYjrGHfG7HOf+9wUYWqXnLjlQIT7nn8xY8dom0G9NSCX3PknSU90P2ZNRDm7gLjLg0ZYzBC0IU892gwpdX4F+UbgY7mrIDF95+1CEHtEvA+OJ6VHqqD8YjNJOWEPcP4QMdeBsHFA8llCTq5Ir/OJ2iP3HAEpsF1peZ6ZQsAcx3NVbQj42D+PmLeBzLWfLQIz0wJNrtP19D2jJO1EdF9wROS3D+TeuRxLGZWKM10glGYc+mbaQKAh0myhvdwFjrSIfvsFG5MA8denfS+fyIGoczr07zBwILSnyH6kq7XT1siiZyS67lEfc9zMxnMoPIcSfTTuw7OAvHNqyFvu0HlW0kwThyFgO8ef5IHvcVCIfUFBQUFBwa0AM11dqTI5pACJzk6aOjPTiFz+YdeB2EeEedzrRdy6UjXivs3qiXL3pdoEbN91HI6mKGw7daQN1zHsQUsEbthMMjI47oOaZoY5PY7XFXGfKUgdc+99ufjTgVReEf2uVLlxYdZDRHuc3HqOldmqYbOdYIYISZZCZKaR0xj/lXg2UMmdTZF6qddIffutOZ6zQN7j7TrtYvYwIvKOw9nhqHsGJx6u9dIXqVTy9Dl1eQCGbIrcm8WaSdzBn+bNlwUFBQUFBQUFBYsI/ve//6Xvu/hGxEzAN1VWWWWVqW9PTIqbbropfY1XWWqMj0X5Zs2mm26avtczCr5lUjt3zVI3HvOYx8z1USvv2T/jjDPSdwvGuZ4+xHFe8pKXzPX9g8033zx9G2mDDTZoauaGD1t9/etfr975znc2NfOPQuwLCgoKCgoKCgoKFgEsFF+eLSgoKCgoKCgoKCgYjkLsCwoKCgoKCgoKChYBFGJfUFBQUFBQUFBQsAigEPuCgoKCgoKCgoKCRQCF2BcUFBQUFBQUFBQsAijEvqCgoKCgoKCgoGARQCH2BQUFBQUFBQUFBYsACrEvKCgoKCgoKCgoWARQiH1BQUFBQUFBQUHBIoBC7AsKCgoKCgoKCgoWARRiX1BQUFBQUFBQULAIoBD7goKCgoKCgoKCgkUAhdgXFBQUFBQUFBQULAIoxL6goKCgoKCgoKBgEUAh9gUFBQUFBQUzinPPPbfaaqutqk9/+tNNTUFBwYJAIfYFBQUFBQUFM4ZzzjmnetaznpV+77zzztUGG2xQXXfddWk5cP7551eXXXZZs1RQUDBTWKiJ/YMe9KBqpZVWqq644oqmZsHhkksuqX7xi180S6Px97//vfrrX//aLM2Ls846KynA3/72t03NcNh+p512qm644Ybq3//+d/qf119//fVp+dbEn/70p87r+M9//rPAr+/SSy+tLrzwwmbpFlx99dULXH6uuuqq5ldBQUHBogX26F3veld1/PHHVwceeGB16qmnVjfddFP1zGc+s/r2t79d3XzzzdXXvva16vWvf331iEc8otmroKBgxjBYiHHKKacM7nCHOwzWWWedpmYOahI9+PSnPz343//+19SMxle+8pXBU57ylMFmm23Wu18cd/XVVx/c4x73GNz1rncdnHfeec3a4fjRj340ePjDHz44+uijm5q5ceSRR6Z7+dCHPtTUzItvfvObg913333w3//+d3DUUUcNllpqqcGvfvWrweabbz548YtfnOo33njjdBzXOS7+8Y9/pO2Vv/zlL03t/KNW2oMXvehFg1qpNzVzsOeeew5WXHHFwU9+8pOmZv5wzTXXDE4++eRmqRtkZIUVVki/3/nOd05tv+mmmw5qB3FwzjnnpOUFgcc97nGDTTbZZFA7OE3N+Nh2220H22yzzeC73/1uU9OPa6+9drDBBhuk+50t/OY3vxl8/vOfb5bm4LrrrkuydO655w723Xff9H8UHGfHHXcc/OEPf2hq5kD9uuuum+q/9KUvNbULJy666KLmV0HBogv2k63MQRc973nPG9zznvccPPGJTxwst9xyg1/84hfN2oKCgpnEQkHskZj/+7//G9z3vvdN/6M89rGPTST2Pve5z1z1iy++eKpHnsYBsowAIXn2ywnX3/72t0SkHvOYxwwWW2yxtJ5SCiJ8+eWXD/bff//BN77xjURUFde7zz77DG6++ebmKHPw/Oc/P+1/6aWXDq6//vq5DD1i735ytInA1VdfPVh++eUHL3nJSwYf/ehH0zVxGJZccskpwv/MZz5z8OhHP7rZYzwg9ltssUW6tle96lVN7fyBYr/73e8+OPDAA5uaW8CB0mejiP1aa601ePKTn9xbov+jfPazn232nIO999578KhHPSqRQsTePZ599tmDu9zlLoM3velNg3//+9+D1VZbbbDGGms0e8w+3LPzu/7pEHvG0b1yUtrt0S4cCNs6HzmZDbz5zW9O59hvv/2amsHgd7/7XapbaaWVBltttVWSzy45yGEs2cf4zXHCCSek+h122CE5iX5zjjlzbXDO7f+DH/xgaiy2y/HHH5/GyKmnntrsNRne9ra3Jaf+i1/8YlMzHn77298OHvnIR6b2aDu6fbjxxhsHz3jGMwbPec5zmpo5OP/881M7tAMak4C+u/e975366taAgIT768OJJ544uNvd7jb4whe+kIINdCb8/Oc/T/03jmM7P/jrX//a/JodILp9QaHpOoDHHntsshGT4LLLLhv86U9/apZugfo//vGPzdLMQb8dfvjhzVJBQcFsYKEg9v/6178G73nPexIpCwP9vve9Lxk3kd+8XllllVUG73jHO8aKCHz9618fLLPMMoNf//rX6Tz2zwk5Yq+OYf7pT386eMITnjB473vf26ydA5F719Iu7Ugmg/yABzwgGXekB/FFwLbffvvB0572tHQcBB3Jefvb357WM2w53vjGNyZCz7g98IEPTKT0k5/8ZNqH8UOi3v3udzdbz8Ghhx46MhL/uc99Ll3zTEVFXffDHvawFL3NwaAvscQSg/e///1NzfQN2Wtf+9p0zdoOiWf0c+TEHQl66UtfmogSB8t1uRb7k4EFBcbXOdszNwxpu26nnXaax+gGsR+H2HAcnvrUp6aZk9mANiSL2hZRCXA6XSNSjmiYWeKMDsMLXvCCtA8CH06zsvXWW0/VI9V+c/A5uGeeeWaz9xzQEdbrcwT/la98ZVo2JsLpD+faNbWjimZtTjrppGZpzvLvf//7ZmkO1ltvvUTsL7jggqZmfOy6667p3G2n4vTTTx/ssssug3/+859NzRxwuB/60IcmJzRHBCC22267RMzNdExK0BH7Zz/72c3SzOAzn/nMPM5lX+FU6Nsc+mOjjTZK7R7E/mc/+1nqx3vd616D0047LdW797e+9a3NXjOPH/7wh4NXvOIVzdJo0DMve9nL0gzyuGAD7nSnO82zDwec3te3k4Ljy3nsIup9EPxik3J9YlwvvfTSSfbopQWJP//5zzMWhOA40vHThfFIVj/2sY81NTMH/W58L2ygu7qcx776glsHC00qjnQCUd4f//jHiYA//vGPT1N6V1xxxWC33XZLyh4x+upXv5oi9ojzqMiY43ACJjFwT3/605MSBxEXSgjp4BxEBCqimBQ+HHPMMXNF8Ndcc83BC1/4wrQNBwSBef3rX5+Iut9xPw9+8IOTgRGJhyc96Umpfpyy/vrrJyLj3iyPisSLjnMsxkmbGAbOTFwD4+0a7nznOycipj0+/vGPp3WWrUMKYznaaxikI9nPrMmznvWs3hQcJIHDYzukwP+4LjMaIvnRzgcddNCUU/jqV786bS/qOxtA0pzzU5/6VFKGHLRvf/vbU4RfkRpkytpvhiWP7Aext31cc7u87nWvSwb+W9/6Vtp+toh9pI9pK22IQH/ve99LxFu9vnE9SDRSvuqqq6Z6Mp4DeVa/4YYbDnbeeedEKNy3/lWsIx/S1PSbvrS+j9jn0VbjDJkPiOrbBkFsg8NuHXl1Hr+VK6+8stlikPSLcdkHAQDOo+uLgsA5juvOj0sOjRHb+N8m8BGx5+wjKEiPNo19Yj/Hoj+6gDzYrw3EXnCkDTMhwyLp8wPBE86+69UO7k175dhyyy0Tod9jjz0G97///ZOzTn5ixgfxVz9bIL9sixSwSSC6bdzmjuEwCDKsvPLKzdItoD/veMc7plngYdCWbQIfsm38G3ehN/ymM7///e+n5RyIPbuaQ1DJcaSc2tcyXTIu6DPni8Ietus5/22YWWXTx23DUeAgmtW98MILm5rJYFZdO3CYxsUZZ5wx1713FWPVcdnzdnABjL+u/dpFWuaHP/zhFLjinMkeaMM96MNxioCgQGYb2k89++y6H/KQh6TjCjzhP1Fv3M4m8CfBokngOtvBmVFgW9kS/DAHrqm+HYAZBv0j+EUuFiQWGmJ/1VVXJQOJQGuoEDDGTYqMyD1ygdDIN9ehoxBkapgSpSwjeqgEsfAbEXc9yy67bBpckZvfJvaMhWVC8ctf/jJF/YMURYdbjlQcEWyGt22QkW4DMJ8hkJJhalM9pRjHtCzShRCdddZZQw0V4+84k6bwdCGIvfZxDZyaIPYGhn4SYbQuigiViG3+bAMiY9/4H+CoIDNf+9rX0vai7RGZyQmJWZxQgFJRor3IRrueIYxl/ev3wQcf3Bxp/iEaFkQsCHtenD9kEeGnoMmJbdvpZEHszVZwCuJeuspsE3vPc4gsitQYk4i96zVOndM1IMGul3GM6zriiCOaI8yBiJhtYrbI+NBWnMAg9hHJX3vttdP4a5N6aBN7OsCY4igExiH2xqsxwYl3vjxAoN2HEfscEfH/xCc+kY6LpDquWTeONAMREUX/4zw33HBDulezUPajZ8h8/I8UHPsLTJCDvuif8WHsOV4U7e04ZD2vV6T9kMeZTNExG+jYdAwni57uu96IyLsncuTatTkiTJ7puHakn9No3MwvXBMnwvNL08Fb3vKWFBQYNTsa56HzIZ+xFDRiUwIcBsGsgGUyaX9kLvSKwrHQdlGk4qkPPdcm8BDEnpPATvh/v/vdLx0LsY9jcULyWblhoL84wNrCvjEjSsYte8aKfsvhvHQIsjqT4BQbrzHOusButMeBEkEoOjSvFzDSrl3ODjuLIOf27bDDDks2LJbJV/zvIvYIbGwbRRviKfE/CH30D1noSi9kJ0PvdhU8I46hOGY78m7smRUn17bBb8zOcUDdWxB7fGM2YcZTOu0kMONEdunScUGn4nRtx/mAAw5I95nzkWEQkDWW8dM2sRcsmq3gISxUD88SUlFWnWRgUUAaWnSeUjKICWbfw685RM3tG2WvvfZq1syNnNhHdDmIfZRIiekj9vCud70rkQwRKQqDUrdNTuw5JcgIT7GLiKv3cK+IkvMh+B7IdRwDNCKDYZS10Tg58xdffHHaL6YcERCKY5x2bCOIPXIUQFANesqAsWjPpMT6HGZfHMeUO8WMhIjoIPacA9BntjEIyYD/bWeIEpT6kxNq/WMqNIh8eObIziRT8NPBc5/73EScQMTD9TD0QezzGQjT4V3EntHtM7KUch65mS1iL6ee/CHsZNK1c4ZC9hkDQNbJaB9cL5Jin3hw3LgW3Te28lQcy8YQItJ+yBaC2CuOGeOhq3zkIx9p9roFQewjQi8yLEKcQypOTuz1HUPezvlXT6lzUqTIOS7HFkTKw3Hn0LZTD4LYi2qSSbNvlqVViXiL1jo+w8xpEfTQzl0pDIiAc3PAHEPpI/ZRr0yH2AdBzYmqGTbnN245OtCXv06W6CyBAPsoyKE6hd5VR9/my0FwuyKWk8BD2uRrWFBIPyNaXWkH9D255bh1QdQz7ksxbtyz3+QbycvvJw9IeDakDTZDFNy12CZsRujFvmAO+Qpix+bEOZzPMtkEjqPl6abkcMocN+RSUMUsTVt3sTPunzzOBt7whjek9LzcHufoI/aerXP9xnt7neAUUntrAPFnn+lB+kjq2HTgOJ4NpCvpaHLDIWtDQFE7SB/zX1qlII77J9P4jOVcRoyhLh09HbhOmQ1s53SAiOMG0vpGwXXjF7hmG3Q5W9o1q9GFyAjgsMZ4E+QQdMRXugj/TGGhIvZB6D249uUvfzkpwHjDCSMaD5QiM/IxhwGZDQNC8bSnhLvguLZnUPLjU0qjiD1h4KFRdgQ+iL0Odk9B0C27B4O2LYgf/OAHU9QLIUAmbOe4EalnJPwOgi4XeBxij1DZ335ISER+XOOk6CP27gdRQuw9a5Cjj9gzKPI9RWcdk4JGEAxSA13KFWNB8eSEP2BK17HNaHDKzPCQHQYs0kWUMDQIzaQPRU4C0TbXE9GD6RJ7x0CeYiaAAQqDI9Kp/zi6sf1sEHsyTpnHmEActXdE6RAc8k9mjU1pACLgCH8+LkL2lHGJfR6BzxHEXrsgv1LlOPD0RES+vKXHNsMi9jmxZ/S0cRQyQm/EMjJiH8fNwUgaf6JoEbFvE3uEAiF3TMaya4qXfAtYiHKHvkJs47yKmTb/6aU2EHszYu0x5/xdqTjqHX86oMOiXczmIJBB7BEG9+c+RdA8U2C7roeqjdO4N/IU23zgAx9IdZEuGMuefZpf0Ml0FBkbBkTaOftSAtyXcdFFqoPYi36GPNJLAg+OK/CBRLJN4DkOMyjWt++RLjGutI9AjOO2iT0dqo3bM9Iiic5NryLujmHZue0XuiNSciwbU5M+9EpH259japYOqe+KULO/tpstooxwOn4XaR0GJM9+ZoQCbC8HcNgMwCTIneBRIA/kk61TuiL044D+JRd0rOPQT31k1TnMUGgHtsV/BY8R2SbL/rdnBekteqQ9MzMd0OPOOd37BTLYpR8DdLPrZpPxA8AFwlYbY1KN2NK4RzbJWOsCGxLjKSf2inEb9bdrYk/wkLkgZiFoirzceAuOYqpGRNvv/IGgNggyQxnR01HgFZt6clyRSkYbaaCUdLD6yGnsIvaA7BoIFGsQe8rPdUSuvUKw2sTeeQxEUSkRZgSeYIApMoTH9qb3GFXKWMSyK6+yDeTftfDeHYcR4bGO+/aOHEHsI90GeXB/7se1mb70OxdoRLVt4BmlIOqiZEih13qKvDi+kr8Fp03sEQqDUDvrB/vFNJ7Ban9txLAiP7x6dfOjPEYhDExEWFwPBUtupkPsgzTp75AdJI/8zCSxd30edhZpaIOsc0YRDSSEceY0BSGOiGD+Fp+4/0suuSSNVTJim5zY278rFWccYh8RYSSCzsi3HycVpx2xF2nmtPjvel2bawki3jbOnGPnDOffg+SO2yb2AcTL+vbbb4CBFCkTBQ4CTwdEJN5/6DNc1ndF4IcR+676ccCQMXR0q3NKGQkZNUMSTpqZh3jWRFpGgL6xDZnxQgHr3T/9IYWHzlWnnwCxR0pHReoRXgb1kEMOmWuZLATopj5CHkBOIwBjXPWRVOOv6yUEQezzlxtwdBl6wQUyk49/aKfmBMh65OIPi9izgRwpzn4XiYxUHOvCKSf3xqvfdI1Ipd/ON8ymtkEX2C+OQ0d0ge0btn4mYHZEUGkY6JsgX+Quxhv5i/qYhWBrBGRyIH/hsI1TzHA6FrvWJUttCLzZ3izfOBDpjrQfz/jFA//4g+MIugDizN7SEbaNGWxgD+k6vMU+UYLIh/PWXo4ZgJkg9mQ015d9EADpI9ruHTE309GFcC7NiIadsr06QRH7sUuxLtbTSfHGrhyu1ziio+iVcNY9Q+aY3gzY50zNBBYKYm9Kw0AKBR7EPgYeo0YgDUBeOcHkRbYjFTmQQvuOQ+wNOsYI0dJZlC3iS9HJ/xyX2CMZr3nNa9LvIPYIrmh1vOWBIeSoBMkJEAIPlBk8L3/5y9O+PGJTcQh+RJAIqPMgjQhIl9DlsJ4hcjzFfcbDutNBEHuKMZShfskj8u3XXVLqeYQfKJo8tQapjKn3KEhfrG8Te0QipgKDyDOiZngoCn1khkVO5xprrJHeNKLd2m/xmUlQrq4jDAJ5cl6YDrFnuO2TKzOECDEKtIk9+SJD7cIRU7rWeaDYecgJ+QpIZ2L0Y7YriANin6fi2LfrgTjRWyQnHp6dqYi9sU/xhoPvukMZR6RbSlwb00nF6YI+c93hGMfbcILY63NyGO0lco+4t4k9BwVBti9jHg74pMTe+MsdfKk7jttH7EMmJ4V2iaioyJfAgvt0nYqHBaWUuN8g/Dm51sfGIDLA8WI4BSs4/bbl3CNf8fICMuLh6FFAnOzveuhdesKyafEAWSR3w6AN7Seww9F1H11AapyzjT5iz44g0uRVu+U6qIvYG4N0e6STsSGO20XsQXtazvVjgKya0TH2baMICtBDfnPA2ANpEPTRJBCQiWOy2X1ACruc2i64rvbMQaTStNPhctCvHJdhMD7ZpCjR38ZdXq8ISrRBf4TNy0uQYv3btV7Jn6PoQxD7cYJ1EAReENCsA3tqZjHq6R+6BI+wHLPYQfgD+t89BN9SkFUz6GaZLJuNgZBF42wmgFTTA+1XWbcR2wm29oFeY+u7EMQ+ly12RJ8Zj8Zgm0+yfdqlDcHnPPUHf+UAhB7y7AsdPJtYKL48Ww+YqvZ4qrqx0vI222xT1d5oVTd0Wq6NQVUr+fRF05pQVksssUR1zDHHVH/5y1+mvsjaRm000//aoKb/w1ArpWqxxRZL+9TEIH1Brzbw1UEHHVTtueeezVb9qL3eqh48VU00p853+umnVw94wAOqmoRVG2+8cVUr6eqHP/xhVSv9qibq6at8OWqlmu6/JuJVraSq1VdfvaoNc/oC7mWXXZa+9gfqa0ekOvTQQ6tagNL1DkOtUKpaMVYvetGLqtqrTV+u/cQnPtGsnT5qRZK+Oqjojxzu0TXqw5qwT117GzXBqmqlV9UDqHr+859f1U5Utfbaa1e1EUxfLvz1r39d1WSmOuKII5o9boE2rElZVSvzqiYXVW0IkwzVJL+qyUdVD7LUpzWRSW1QD8aqNl5VPQCbI8w8akWavrRYE62qJvdVrTCrWiE2a8cHOb/22mubpSp9fTngHoch3zbHyiuvnEoXakKVZJ1cPOhBD0p13/nOd5LMnHfeeVXtlKa2PPjgg9M6uPrqq6uasKc+ChxyyCFpvNQOVVqunb3qAx/4QPrdRk1Kklxos0BNAju/HpyjJqzVaaedluSqJoFV7QSlPq0d31RHLmuCmWRpNvD2t7+9qh2C6oADDqhqclpttdVWqQ1qZyTpMcuuUbvVhrLacMMNq5pwpvbVpmD7mshXNdGsarJS1Yahqolw0hXDYBzn7R2oHYzqda97XbXaaqulss4666Tj1o7UVF3tvKWxZGzUxKHZc/qgo9daa62khwP6uzaW6X7bOPPMM6uacCS9WBPjNE71ne1rY1xtscUWSVZqEpiuj/zXTv3I8fPtb387yVFNOJKMuk9yTPdsttlmzVZzMOpYtXFP/8n7Lrvs0nkfgWFfl9aX5ED56U9/msYDW1A7ytW5555b1c540g9dqElG0vu1Y1HVZDzVdfXXK17xivR1b/ZCmx122GGpf3M4d01Skz5hQz760Y+m+prgpf/A1i2++OLJ/kyKsLHD4H70T7RtH9yL+6XTyW4Ocl87RMlG9ME9kZlcHsFx9aW20C/sSuBLX/pS+p/rIDCe2P+73OUuaYwHjFP2zthnd9kty2FP2W3Xud9++03ZxijG4LjI+2ccvOc976k+/OEPJ92/zz77JF4EtTOb5E4f062145Dqc9nFn+goqJ2q9H/bbbettt5666TPt9xyy2Q3tKN+1Oc1eR0pL467/vrrpzFpXJM/dqZ2GNLvgPY1Vo3bPtSkPukJ+oNe/cY3vtGsmRvuE8f6+c9/3tSMh9rRSe3U5mRdYGPIAT3mmgCHcb+f+9znkk4nZ/e5z33SullDQ/BvsxBtjWhbu4iw8IBEedrrYtpWnmAXeHYiBfLohkG0g/cVkUpRI6lBOSJiLyohchAP2daCntbzkD2UKeIRuXk8XNFHsD7y5BX5ln0Q6RLRF6EXkeE5y+vMEZG9yLUfhnh/vSiA6SK/PaugtPM6x8Gwh2cD2kXUQ8Q80hS6IvbqFdHFSN3JI/NewyVKGQ/HdkWkIs2BF10r7fRbdDNHREUj+tkF6/St0hepGwWzKM5TK5gUpfE7IvSTROwjIh8Re9PsIffaYVjEfqYgAi/C4z5EbfRnzPRE5Cf+KyKSIqZ+a8McXRF7EVSQTy0qKxoXEXlRJ8cwbnJ4i0FNbJulObBvO8JvzHe9Ai0i9iI12tL1dkXsRUu79of87TZmk7SL2QERfL8V6WjOI1Lafo85kH1TwiJnthP1dr9mwSybFg4dEw/FumbLZDmP6Hm1nn7I0wZcn7fytN9A4nrVG2PTQaTi0Bv6z7WYaXBdkUqjriYynRF7UUXtHvei/S2bcYiZTnJA3o1h23jWahhsH2+3IAf0ftf4db0hc30gn86pD4dBxF4edhsRsRflcwzjxtjUJvEwbu3cpW1CX7Yj9uQoIvWii9pHe9gn3oJjmQ4wU0UftN/uISJvu5ipNXsKZMSylMGI2NNLINpJH42LeMuNYyh9EXk2RySdfh6GeCNJyKyIsOhrjHf21cxHn+2UFmd/YyuHaKz0EXosL7hBXLtivLW3UdrP1oBnS+zDThvrUvgsi/JLzXCt08nRj4i9NhsH9KPtY2ZQ23jeKGaOFTNPoUeDC5i9CZBR3ITsxkO0xi8dils5HnlR77tBxqnI+ShIi2Pb2Gzj3HgW2W7fm4wK9n0YpBxFyt6wtolMj0hJytEXsVenH9kBfC2fqemK2JtZyFOo8ZrgdvSL/44zSm/NLxaqh2fboAw01LBpvi5QOqbZxzFgyJgctEAXsY+OC2IfU1tB7IEiCiLPgBoQppUDjL99lD7SAFJnpP8g9LF9TnAMQFPU6pGafFq3Cwy5a5GnH4bLlFvX22vGwTjEPscwYs+hilQbxowiReRzAk9ZMVLOwXC379fbWyh8A99AZZxyZ06aVbRlmxQG5Iraj5OAZCErcmKnA0qQ0Xc+Bi1IWBB7r+0LAuiexiH2+cNd7VzS2SL2XTCutAsimafitFN42ghiL0VLH8frXBmJ3IhGfRRkMUCZ5tsqZM52+jevZ3iQL8+U5Gin4hiv7ZQdxN42iOm4cDyyF/JF7zjGqOc5EC0yLXcUQaBbooTRURD9fJ282kDkzbbRl0tvPCEm00E8LKa4R4QmCLwUHS8PCCc6pvVzYs8hcP3GGpJqnDKoDD8yEYh+jWeMxgFiRw6C2FvO85rJxahUnBi35FWaVBfIP/0/SSpOO9XGeO0j9l0wTozzQOTc03td6aiIPbmSSkF30kMcMnrDfghLyLkUHG1D51hW+tIZAgI2rodTyXG1D73d12ZI9LAPcmlTxzBujaFYVjwbBciy5TZxD/QR+y6wSa6JPCPgkQIGAkxkWLvl9j2HN+A5lxRGkFZmOUih9WRETv4kmC6x9+A94DHx7EQUth+fIZttYi9Qw56HPQqZYJPIhFRYgc9I1WG7bJPr5T7Y1vhjuxxT7nkXEPtRb8Mxnh1j1HbjEHuFXvHcmN/kXtsA5xQniWdB+lJxQHoqHesYxnD0GZ4T/EzBvzxDpX2H8b5JsVATex2kcSYl9vEWgUkeBAp0EXuEA3HkOUJXjj0DZTDLaeO1G2BBWilYRocTYaBRKIx5REDboLjziIJoguOqp3RFFA08BtFA6xLkAO9dDjA4hv2Q18jPBKSCIqN8OQDDEMQe+baPwuPtI/bIFEXZfsiGAs4JvPWrNQ/OGjBtIBKO05X7GJF6BWmI1+6J5pk5YdgYHgM6j5gHtEcYEAiDNV3EgI/rkV8ZxF5/6QNKynIXsUeUGWd5erbNiRgZ0I+B2SL25COIpDGhn92XqE2b2CPRwxDEXjQujEhElfI640SdcWs5l2skGGGKbZV4A46xJUKiDulV5HpzsnKQxdxpMz7JSI4wRJMQe7CfMe9BZ5ElynyU45wT+xyRI88Rt346sthH7IdBu+nvGD9t0FsccP3g2vV99EHk3nNmYjZVyYk9IE7ah9xzyukyUeoc9Kd9zeCMA2PCceKcdIkIYU7sOTTkJNd7bZhFoV8ZZ0SyC2aynMO9tzEusSfXrhnGIfbuRxAg7FnIaFc0ORAkWzvTf/pH3xgj8bacaC+BJPWirPQNGRgGEXDOhmfOEBrHd5y+wAlbNizHXhTV/p7/giD2+ksfcgDpUXrRs1hdQCTJXd7nXSDjIsQ58TbWnctMuNkNTrWx00Xs6QxBQ45drG8Te+3ins2sTBK5ny6xR8DpZzxF4Cfy4EXrQ1bIdczStCP26qLgJ5xjv/PIvOf/YoY2d8JHgUzZx4PpXUDstdMwcFgcw/NlwzAOsdev2o1M6aPciY1Zo9CbXcReEEcGhzFrW23ffiicLFqXFw4D7jRTuF0Se0pZw08nIt1F7JGQPBJAKbejcYi9a/VwFCXhmh3HQKEoYnsReSQzOhwZyGcMKAczBBSMyALljTgz1I7r3sIhiJQcRk1ULxyPSUARIoYIvQd8uyJROQgnxUhBmgKkuCwT9oDjcYRM77o+bdqGN2pYZzvGRImHhg32qIvSjuQHXL/Iif0oNQZQ6hZDxVEIos/oqLedCEce+Z8pYk+hM5IUlSm7IK8e6JwkFcd2w5xSkXP3pzCGM03syUIYa/KJeOXKi4LnbDq/tmIk/Y77bRODIPaRihMQQeUUxAwLIocYjwt9r09Hyewk4HgNS8Xpg3EQyt59aY/pEHt1Urm0r7fymPFB8ieVx+kQ+0j56JvpROyDwGufSD0TYMhn5ETmw0i2iT1YH46tIj0lwNEK3YCo5OvaQF7j/IypcW3ZbAEi0gbi3kdaEX/7ukfGvm+2BVH3Fpou9BF7/RdEPgeH3dgV4R0FtoSe9crjvkh9F+iXSMUJ6DvE3gwFQqgfxwU9iRDliCAUXdAFtmlYRD/0BocB6Op8OR4kp0e7YAbBvcRMZxfo+5APhYwFjDNtxOEc9hCn8wgMtAm7tFbHzINOZJz8ThK5ny6xp49xgwhGOLf6SNGRyms5Sk7sA3mKTaRE5t9WCGfBedoBkz6wI2y2/fAYy2x7Duk+2j2i5l2IdFvtyAlsp54F6DvOXZcz1ZeKkxN7vMp4wNEAscdPAjJI6BB8I95+43z2yYuXCFin+KjdTH4MM7BQE3s5WRqnK8raBqWCFDGEFH3fa5FGgeBNh9QRHNPLiJCUA4SF5ysdIKb+A97mIorOgFuPkOcpOLzsiCypF6lw3Jx8gogBhwMxRSSmQ+wR9TBU4xB70WeRzxxy83KijAQaZAas/uuKfqqjuF33OAVJbxN7ET+GEbkVtad4RU8it9TMSq6ERJsZGKQ1z4HTd0g2BSLSN51UHP1oUCOGQQqD6B966KHpHiix/LgUbJ4vDWSYcxJKuQuev8iJ0UwTeyB3rrmrHSJy006lidKedg1i345yMmTSyZBAhCu+05Cnng1DEHuKtA1RJf0hIjUJJiX2Zru88QZ542i7f7n17pfhYFTdG+IYQOjUxducgtirR+hdd/5eejNpju/Y435YajrEPl5RiYy0Ic3GeDbD4toVwQuGzviLuihxrC5ir39z+aWvpVIgD0iiQAAZZzSNVeu6wHFC4EUF82VBBg5SG8ab9Ks8VS/AoaD/tHGfzDgm2Tiy540gQewFc8LIx0xC1weogiyNQ+zpA3rB9uSrnWbWhy5iH1FSx6R/6D4BqVE6z7i2rYh1OFwisRwO18XhaM++AKJlPXnvQhB3Y9n1cIYsI1Ui5JHLT492gU2y3kxEFwR22A7jkQ0lszmxh+OOOy4dg83ukh0wW9BF1LuIPUTKDrkaB9Ml9saHc0tXJHORChI2RCoL/hDpcV3E3rhZbLHF0v4ckrYeDlk1Pruc1Bzahw7Q3r7BQmaMab/bs0xejey4wxwqgQYyR9eShT5i3ybqOcYh9jncA0cn//YC/hBvuzGj7nhdMo2HWNcO2s0kFmpiz3D3KfU2RAVEykTNJjVoMwUCn6dJTAJEqusBo776mQKla9BQijxRZHimYFBEOtL8wnXmZIcSNOApkPxhOSkQyEefMyga1PVwnfogJV3rh0F0nUIc9cqucWDWAcEdB1JXKGxKZkECsdfO4yKIfSjFNhD7SA3oIvZIYBCl6RR6ZFwg9qK2fWD0OTwefDVN6/jaou0IBOEXZXRfSp6OYH2ss7/jIe8ewGp/yMpypPjYhowOA5KKvEyqBxFjOaFd0WDEHqF0Ha7Xfbu/GDOuWx3nxv+I4ubE3vERdk66e6fbtRsZRuqQYDOfQbzppCDG8non6ccuCIQgPcj7dMDhN/Xe91xTEPt81glJ5aBEgAGx4Ky4hiDqghFdEEEka+EkaVdBlZhZQagdR4qC7ZQgXc4XKTfIKrBNtqXv81lpAQfHE6E0szjp++bpS4ScHPSl43BOBa26+tD+ZnfdjzZBtshuOAz6bNiLDzgliGM7rQ6QeuM0319+tbZE9rSffQWZEE/nM844AHk7ILYcJHYHyEC0uais/drE3rnVd80eBfLjcABsPymxD6JOXgQJEHNt3U47i1mpLmIPkWamcE7D3rLhxmgEdOjoYRF2smU7tgxiBq5Pr7Ljw2aNrLc/ftcnB/qSYyLA14Ug9uQq2puO6iP2QdxzYp9j2Pog9vEg+GxgoSb2k4KRGOcLswVzw7SzaIzSZ7QKFgwY5r5nL9owIzDpzMJMQOrYJOdlzM2QDLsvsz4MWx8xWFDgpA1zlMyQIQMIau5o9iEcAaWdmsMISU9iaB2T8RkG68eZTQxiP86DhDkQSCkNfRHLYbNIbUijFCSIY9HNCCYCLyUir0caEPeuiCt5iGcrJnW4uyBliLPAmZwEDDhSPyxaySHRjznBcz5OUQ6Ezywb4y96bhznkIIp9x7RRoaCuMd2CDqHyWygY0RBuGwHp59++lwRfjPEHAJOcrsfjUvniOOY7Zlp0BfuZZizKUqaP4tl2f105boHtKX77Mu970I8OKmYIYvgIUImQMh5to4DpD/BLHoeZGQnzZSHA6u0ib3jjbp+gbtwXqOMS+zjYVj52xyVKEHs8zpF+9u+i9iTKRFshD5S7MxOcNbUSwE2WxhOoIwEKVRdkKHgviNAE8vx3Zk26FzObx9pd20c2nbwJAfHzHX2IYi9ttKnPnxquYvYy3yID6Ny6LpQiH1BQUFBwW0ekxD3hRmI1iQPR3NCGPqZDHqIBkshaUNEX7oCQjXu+TgCtm8721Iz1ItEi2qPmtmz/bgpPtMBx0zqXV9KzaRAFDkzeZrbKCCYZgI4mX2ONIedAxLR+WGQN24mTjrO/EBKrOdt4lWn44DzjKS3HeJIeYzxbDtygGginHlKpKg+ss4R4CiGY2WWwbZdBJ6cmL3wcafcEZsfkAnEfNhMQB/MrpiZGjajp6/bEX2p3nkqjdkqacnuW+lKSQwEsVfMSEi74jAoXtihfjaJ/R38aV5pX1BQUFBQUFBwq+D6669PH6BarvUxrenge9/7Xvow5PLLL9/UjAcfwbPfUkst1dTcNuDDUcuM+JDX/AAV9IE0H86rnZv04TQft9IWz3ve89KHISGv32yzzTo/RvXb3/42fajPcWYCN9xwQ/rA15e//OVUxsWVV15ZPeUpT6k+8YlPpI+X9sHxayekqh3BpqYb//znP9M9k9HasZv6CFUbPnr51Kc+NX2UcIsttqhuvvnmqnZK0jrt50OiPuK3f/OR1ZlGIfYFBQUFBQUFBQWLFBD7O93pTreKk3bxxRf3ful9tlGIfUFBQUFBQUFBQcEigMWa/wUFBQUFBQUFBQUFCzEKsS8oKCgoKCgoKChYBFCIfUFBQUFBQUFBQcEigELsCwoKCgoKCgoKChYBFGJfUFBQUFBQcKvD6y7/85//NEsFBQXTQSH2BQUFBQUFBQUFBYsAyusuCwoKCgoKCgoKChYBlIh9QUFBQUFBQUFBwSKAQuwLCgoKCgoKCgoKFgEUYl9QUFBQUFBQUFCwCKAQ+4KCgoKCgoKCgoJFAIXYFxQsZDj77LOrgw8+uLrxxhubmoKCgoKCgoKCQuwLChYaIPKvf/3rq2c84xnV2972tuqZz3xm9f3vf79Zewsuvvji5ldBQUFBQUHB7QmF2BcULCQ4+eSTq9NPP70688wzq3POOae6wx3uUG244YbVj3/847T+uuuuS8tnnXVWWi4oKCgoKCi4faEQ+4KChQTLLLNM9b3vfa9addVVq+WXX7466aSTqje+8Y3VmmuuWa233nrVWmutlb7a+IpXvKLZo6CgoKDg9oIf/ehHyR6ss8461amnntrUFtzesFAT+69//evVK1/5yuoXv/hFUzMal156abX66qtXX/ziF5uaW7DFFltUxxxzTLM0Pg499NDqiiuuaJaq6je/+U212WabVRdeeGFT0w/XI186339+8eIXv3hGBvU111yTru2///1vUzN96KsLLrigWSqYDlZbbbVqueWWa5aqaskll6z22GOP6oADDqge9KAHVdttt12S6zvf+c7NFgUFBQUFtwcI6gjwPPjBD0624bnPfW71kY98pFk7B3jGYYcd1iwVLLLw5dmFEVddddXg8Y9//OAOd7jD4JOf/GRTOxz/+te/Bi9/+cvTPu94xzsGP/nJTwbvfe97B5/97GcHu+22W6qvSfHg5ptvTtvvv//+g3333XdqGTbccMO0zW9/+9umZjC4613vOlhmmWUGN954Y1quHY10rI9//ONp+Q9/+MPg+uuvT78Dl1xyyeDKK68cHHnkkWnbM844I9X/7W9/S9fVLkcfffTgvve97+CHP/xh2m4YXvCCF6Rjfutb32pq5uDf//73oHY6mqXRcI2O84xnPCO10f/93/8NaoI++N///tds0Y+tt956cO9733vqvrTzEksske5lfvDLX/5y6Pm32Wabwbrrrju47rrrmpo5OPvsswfPfOYzBz/4wQ+amuFYZ511Bu985zubpX64np///OfN0hz87Gc/G1x77bXN0hy84hWvGGy//fZz1deO5OCRj3zk4J///GdTM3v461//2vwajdpAzHP9s41zzz138Na3vnVQO5Np+eqrrx7UjmD6HTC+PvCBDwx+/OMfNzW3Lrra9Fe/+tXgpptumvo/P7jooouaX8MR5ysoKLj9Aoe59NJLm6XB4Atf+MLgPve5z+D9739/sruHHHLIoCb8E3GAgoUTCy2xR7qQzkc/+tGD7bbbrqkdjmOPPTbtM6qsuuqqgyc/+cmDxRZbLC0bIAHE+y53uctcRB6xf+1rX5t+M8ZB7BF6xO+BD3xgcgb++9//pm0AWX7Ws541F7E38L785S8nAq3c6U53SusQwKg79NBDmyMMBmeeeebg05/+9DzlOc95Ttpvk002maseuTTQkahxEMT+ox/96ODvf//74ElPelJads3D8Lvf/S4pkJzYI2MPfvCDB3/+85/T8qRAXJ72tKcN7nnPe6Z26zvOs5/97MFDH/rQeYj9+973vnTtlF8f9Nemm26a+jUn9kju+uuvn2SiXVwPh4XjEPjwhz88WGGFFeaqQ1Rtu+2226blyy67bHD3u989kf1cLoaBc5X3Jwcir8/lNIdzuqZR4Mi6p1133TVd/49+9KNmzezjhBNOSP3zsY99LC1rr/vf//6Dl770pVPyqn9so39vbXzve99L1/GZz3ymqRkkR53MP/e5zx287W1vG6yxxhqD3//+983aeXHUUUcNXe/4b3nLW5qlfpxyyinpvGRgGBh3Y3O2QUeSoze/+c1pORyUdn3BHAi4fPOb32yWCgpmDgKB9BC9+bjHPS4F5goWfSyUxD6i68gaILJIWB5Zb4NRufOd7zxYccUVB5dffvlgzTXXTMQXnvCEJww22GCDFAneeeedB0svvfTg17/+dVrXBR5wm9g7roHjuqI4xwMe8IBEEk899dS0bQCxF9EPYh/l1a9+dbPFIBG/MOxI9hVXXJF+B5D8nOgpr3/969NxEPgDDjhgrnUckre//e2DL37xi80R5kB7IH4xO6AgxpwMx3rXu96VtotlzpTr6oucuwfb5cQWHvGIR6S2mxTue7nllhvstNNOifhpzy5iH9shujkYztVWWy2R1QBHxX3nMIvjus8666x0DgTkNa95zeB5z3teIs3a8I1vfGPaxv1///vfT3VmU3JwBFZeeeXB8ssvnwhqtCnnD+nze/XVV0+OTtSL3H/7299ujtAN96XtnR9BQuw5CGZoyOwnPvGJwR//+Mdm6zngOLiWdn0OEfrXve51abu11lorycmrXvWqdMzTTz+92Wp2gdg/7GEPa5bmQHu4VzMwsNVWWw2WWmqp5NDONv7xj38Mzj///GZpbhj3xi95yok5GXG92tyM3r3uda80w9cHDpft2+MxICCwzz77NEv9QOwdx38gxxEIyAt9wlmIWZEcZkdsQ5Y233zzefbNSxwnjw6C9jj++OOnHLDvfve7acz6/dWvfjXNbPltVm0S/OUvf5kaQ8p5552X6vVP1OmvNgQTyHV7tnS2sdFGGw1OOumkZmk0IoASejZwww03JJ359Kc/vamZfXDq2UNtGtC2ro+9pBPoK3ptGOhA+o3+pF9y0IuCcfvtt1+SJ4GwPtBv9Pcw0OMCaNPF5z//+cExxxwz8jxt2N71n3baaU3NePjTn/6UuItxkiPqJ72OgoI2FjpiTwne8Y53nCtNAsFZdtllB29605vmIb+AxD31qU9NUXOpOBQXIiWVB6FF6kP5H3HEEUmJOb4Ifxek9LRTcRw7jMzuu++ejkEJfuMb30gOB8PWjtgHsXctsa9psje84Q2JuC2++OKDlVZaKf0WAXe9ORmlXNdbb725IrUbb7xxIj889RNPPDHdr/Mywgjbjjvu2Gx5Cy6++OJ0vXnhqDi/3+4vriff5pxzzmmOcAtE1kWwEYQ28Rfd5HDkRmMcMCSPetSjehUecuX6HvvYx6br0q7Ijeg9B8A1qXddIvIiGAzmYx7zmLkchCD2jBJiT2aCzIioIfCcSgbLNhwA7RkOXg6Gi0zoI3LpGGZMHB+pf9CDHpSIn3r9Mg6xh0996lPpGOGUMnwcyi4CjliZJRhl9D7ykY+kYxpbrjeIpnqy1EUEZxof+tCHErEn/wwtaFd9hdirdy/GC0P6nve8J43DSWHccsYQL8fqipjTBWuvvXYKBOQR+QADrL3ohzie4+gT9aGDHAOxFd1/yUteMk/KFcKEINM1juE+QwZE1kXhc2L/7ne/u1NGgtgjwJATXoUzbD1C/sEPfrAzRUgf5/t0FU5fHIfctol9yObnPve59B9Zcg/kyL1y6tVrv0lAh0Z6oSLNDzjels2wxuxVAGni5LfrFwQOPvjgNLbD0RqFPffcM91HOxDCbqlfUMQeAadH6SP9HRBAch1mjulAv+myYQiZbBN7fX+/+90vpc8aM/SeMUD+6dQcxr+AjP61vq/Q43TDJM5UDrbOtbbleRTYN/qfXWynvQ6DGXDnk3qYAydQL4C2IIEf6M/bUooOnjO/ARzc54UvfGEaR/MD/I2c5Wm8dLq+ZzPnB44j6DzTWKiIfTtSjzBZZsiQF9Fxy4cddthcURodq2PUKaKmthOZosi6yj3ucY+0TVu4kGCR0Tz3PlJxEA0KMYh95NiDQZt76G1i77qst7/jIZW58hLlYFjbYOydy9T/Zpttln5TGBSwVB5EmmHVNhyDMP45gthHGkQAaeFQUESBrpmDAOItXUcKRVdEnXE3iyGlJlJ0RkHf6Qv31gcK2fUj9tFeHCJEnvMhasdA5O2Zrw/svffe6ThB7HNShexaJyoZMuI+1ZklacN1h2Nj27322ivJqO2dBynkIPjPkNqmHdnqQqTwOI775iDo+y5o61HRUUQe+QqylMOsDaPZNkAzCWMASdQW7qmrkMFYHzMWiujwpDjwwAOn+s+shFQfszCxnP9Xdtlll3kcCG0qOIAMhzEmX3e7291SW9rPf/XGbRwrnIRwNgEhkPKENInQx/4c2Xz/OJ7SJoyhF41thCnPt7ctebG/GaZJwAGQLmS8cLropD4C45yIlevgxMS1brnllml2S19JodNe4Sgo5M42XRH3HPQFR+shD3nIVLR4hx12mGuGM0BuH/7wh6eI8K0F56bn4lq7oL+sN75e+cpXJoKlTUIPBOEXoAHr9UdbT8R+owpbxtbox67rCj1K70mfMuNrO8Ej9XQPkE02zjH979JbSJUAnLFifEeJY3G66GW/o7iuHPSwen0eeltbqSMzUSeop45ebcOYE2RxrYJdnrOiA3Ig9oJAfaDH83bMi/M7N4c5ryfz7G/XjFsQ+5wUGh/q6ADtJPWTQzMJ6RPUcwyF3gjuYqZTnTZvOy94x4te9KLEIxYUzLjJeHBNAqldQOzdv4DodIHvCAy10fXsEtnW7gJGHGy/PdMYAVnXyiENXW52W53gXQ7OUcj6qEKGHYONHZcPjYuFhtgbtIQBoQ4EsY8IFIERJVOHuEmhyKfJKCH1yLQBrsP6IGpOgeUOAiEJwq9ENAgRd206SH0YtlVWWSUNfKQfOWHYkDsRW8sUFgMU1xsKSmGwKFVeoWly19tlqAx85zfrEDn5USJyLxrKc+0j5H3EHlwz4gOML2LLOHchUnW0bx8iXYHDwUgNA8ITwi/y05caEQYplw2KOlJvkJp2ugPiHusDQewRFP2BsMtJ1O9hkHJS5frU5URKChdlbkbADAAcfvjhabuQiyD2fisczTCa40Db2Q/JNQa65Fi0nmH1fxg8jOpY3/nOd5qauYE8ke1hqTzzA33HEGpjzmduHKMgva7RveT1XU7qbCNSbKRFuR7XZYxIo/A7Um88L2M8d812fO1rX0u6gfEHs0ii0oy6cQzGGsOiXkoGI8VAu+/Qd4g6I2M/53ZMss6oi/hbH47CuNFjUVTnA8bVcTnrX/rSlzpnpgJIIGPFAbBPFNFYjlJelxN/OtB+40TWbWsfsoiw0fVdDsFBBx2Uth0VqTMzNFtRSqRUvyB8feAMItoxY8dZdH90HjzlKU9Jy2bk9GF7fUB/aUN2hi5hKxxPFBZpe+ITn5j+21cR0OjSvfQS24SoR5qY49g+vw7LeX2bvLKZZqvpT+1Ad9K/ZBeptg99bhlxIufWt2UgiH3oUZDSqs5sUIAeV5fr4YCAEIdQ+4Qj4R5zjCL2kXKTF4TOsdgRy8ZcnCcvHJG2jAaxZwPYdy8CcU3GuH04hNaz52aFx4VAIztvXzIQoDfIQDv1B8wuWTcbUeNh+MpXvpKus4/YA5uEb416LuC4446bcvKimB0UaCGn7XqBjrYTGLacLtcH9LhldimIff4sp35RJ4icw1gM+9RXOA74hf0VwaXbHbEn9Awfg3fhhRc2tXPQJvYB6TUIs9z7nNjLfbV9GCiKSQfqyHAIREmAwFFkXRA9pEQBUTcAdZQoeUTwLFOCeckVl4HEY4+ceMorhI+iR+wZKOt++tOfpoHKIHYh8mPdFwF1PZSp+6dYKFMRAASz/VApBLEnxI5DwVgWKSLovFMwFaU+j+AHEBDOiuKeHKerBAmJQiF6Y04XKKR4OFX79UUV+og9AqYN/Eem8tSgNrHnNEU/RUpPnFdB1NUhSBQvo8zzVxfkjSKybTxrEZF8Bio8fIVSQYT89sAqkKM8zWoYPAdiXwaxj3CTdUptGMJpUtxfVzQ2IknTneYeB8ikcyD2XURY1Nz6eAuNcTbsGZjZhHEfbaaQLxF4BNZyTuwZJWNTKkP7GZtwIjndxgAYG5Fi2Cb2w9K0ImJP7yH0ZD1SV8h5OwXI9bbJBv3KCaBTGb6TTz55itjnzzJZjv5ozwbRw/SFdVGe//znp/HJEbKsXUBqm2UGflyIatuHQ2tMdwUqyA852mOPPZqabpB1x/Jsx2zBNbAVfaSJjRIM8iwA3RGET44+p4Njrh8CjL/1ZmBnGgILrtXMIpvpPGSC7fWbwwD01aiAQaQ00pNAvi3Ti0HC6XW6MpbJcBtB7OnaIEWRfsU+Rh0ZU9dH7MkKsH2285xZjlHEPgdiiCNIoXCsSIMlm+7JOfpeTsH5p2cF4uybF7OrMSb1P1vc5bSOAmfe8ZB1M43kuytSD6F3Oe0LGvQonsLuDYO+4jANczy6iL1iNrtN7KO0052C2ONI7eVJiP0oIPU4ogBIcM3ZwG2e2DMESHYeOQ/0EXsgCO2HabuIPSVEOYRxDEMzLrEHypdXKcJOiREm12sqjEfefh0iGLyiSjzs2F5KBQLAsFJc9nVNBihizwjkcHwEXmTQvq6BsRCpR3LDEFOeDLzftm9HeIPYcwK0hRQly4g9cs1Qio7GNGj+fAEwkgj9kUcemZwVxxBRMSC1h0GijgKxPwKBfFDsIh990TpGmoNE8Q5DEPuXvexladBSbuERm3VBiii3/LmMroi989mfoWVM8u0jFQex176mmpFLdW0yGvWm9RhH90npq1MonFh2DbEeYRkn/ziI/TDibrZqFLHXv47j3OS+y7Eg0/qLHMwEELq24dM/0TbkRXoGgqxdFPJnnYi0ZQZBH7i2BQ3GlixzioK4I7gUdV8qjuu1nBsnxzG+EXvjFBB794iIGx/2Fw2VLmZb5+1CnooDjmFZIedk2v7+m653HvURmXc++4jSkmVTzq7XvTkGYi+yZzx7DsA1q28Tezn2HBxkwnqRfu1CDiPaTP8A/WTmaRLywoA7hnbuI5Z0EeI0bAYAaTY+HIsj0mVb+sDB1Y4R6bfcF3UMvdqXvsT5igfDwQyD7RFAuqwdmY/1bf07E4jnQ6LQUfSgyLvlIPZkhH3iCGjj9kxj5NDbJwIbxoDZBzMB9Kd18YrqWG7PqEIQe7IZgaGIlBszUYe4q5sOsefksp/sRehxjqvztGXTOCGz7qWP2COqnomwf/vV1AJL+jBm9wRNzNr5LUOAXBnL5NcspeAPXRKpWOMg0tAck/0RpDKOuxCR/Ok8qzQ/0A4cF+ceBbZUm3tWaVK0U3G0g/akW9sYh9jTmQH16sYl9uRFgNXst7EtYD2bWOgens0xjNh3AbE34ILwdxH7yEsbRuwNvJzYS1ewL6JOcKJEag3jkcNAItQUFuXH8MWDZwb6uMTedoQ+jFhEDaNQwhSE60WmwiC3CUIYoKiPlBqGn1HycBAlhLybMmy3tzbsmuqn6Ci8AKXnuG2D1Ycg7JTeMMR2HK5oe+fOiTtyYpswIF3EnmGwTRBvpIqXzjBI43J8xgapVD+K2IugirjqHySUbFHeeeGQkUu/RaJHAQkmt46v9BEcxMX0+zAgCI5hWnwYKCPThTncD7lnWMMhJMOiECJ+6qVLiHD5LXqpPeO689kXsh31otT+52lhESFeUG/oGQX3bqzFbCCyLPrFAUFgEQCRT0R42HcTBBhEbxhwQLgRav+RoZBly+6/74HFNrHn2GrfIEGR+uLY5Mx/Ri+IPXBAIzIf6Q7R7goH2QwiRCTfG1QC9qHPyFS8/cazSNrFOHNOY8/9um+Om2dUJoEZW8cd5hAgTfTuMJAjxzHGtce4xD5m6BR6VfTa75jRbIMjZ33fTGMQsHgFaRD3mJGQc57P1MwmsUfItYW0qYjII8BsE31DJxrHll0Doh+EOk8XIUMxhiMwQpYtDyvDiH2ee9+ViuM86sYl9uQuxpbi/shCXqe0HTIBFUEmstdH7IF95MBy6NtpShAzM2bi/VfYVuck2+yt33LMrWO3J0HoU8fpe40qmTd7sCBz6wNmmV0f+wH4GA7SBzyGbhnmgJBV/CjaLWRQ8dpy9fG6bsdqI4h8OxUnJ/YcVsdRYgZ+XGKPw9i+PVs0W1iovzw7E6jJZlUrtKo20k3N+KhJW/rybe2BpuWauFVnn332VKmVVaqvDX/6H/jNb35T1WQvfY117bXXri677LLqve99b1UPtKomkM1Wo1GThuqcc86pakGda7lWZmn5aU97WrX33nunuppwVLXTkH7XTkVa30YtrOl/bcDSf3j+859f3e1ud6ve+MY3VjVhqWoSX9WKv1k7BzWJSfeRozZIVU0cqo022qipmRxf+tKX0v+4rlF485vfPNX29eBrauegJrnpi6wnnHBCU1PNc23OVxuu6oc//GH6ymtN2KuTTz45fam4JldVbWiqP//5z2nbvE/z9mrjhS98YeqfbbbZJhWy1lX0z6abbtrs1Q3nrr39qiZyc32Btg+1smx+dWPS9u2C+6sVX7oHMk22a2OX1umHWomn3zUZSV9ZJkdK7SSleuNOewdqMpi+mKi0MT/XOVOoSVgaR7WSTl+W9mXmmjhP3c/DHvawqnak07XWjndVO/upvgtXXXVVGrO5LNVGJbVPbZynZLl2rKrakag+8IEPNFsNx9Of/vS0bU2q0/k/+MEPpvrNN988XZdxbKwY112wv31qYtPUVOn8tWFsluZGbXCrE088sTruuOPSdjURSfXuy9igI61ba6210v2SS/0+qW6I49YEt6qJVfrdxiiZh5AjenLLLbdM/TQOatJb1c56VRPD9LXx2khXxx57bFWT4GaLybDSSiul/+95z3uSHO20005pmT1gO5Zeeulqk002qU455ZRUP0zPzC/ot9rBT+fwf5111kljl72oSX3SN+SSjaJH/XZd1ocuou+PP/746qtf/WpazkGf2rZ2/tOyL2bny8Nw/vnnJ7nRRmxmIPo61+njQD/G2FLILHuR1ylsX6Am4dUnP/nJqiblVe0oNLXdYB/pQO1GV9MZXYhxCcarc77gBS9I+sNv9wxt/jAKsT2b4nhdCF09jk6l54yVfffdt6mZg9q5SmOgdnSamvEQ/WX8X3HFFdXznve81P7kvguukQz8+te/bmrmxa677prkSbv5rzzqUY+qHve4x81Tj6d95StfafacG8suu2xVk/BmaW4Yi46j1IS/qR0ftaNV1U5oszS7uN0Re0aSUQ68/vWvrw488MDqta99bVMzGpQaMlJ78EkB6jB43/veV2211VZTZbvttkv1bRjQyIGBH2Dk3//+908ZGdd5+umnJyW0xBJLpLrcEHJIak83GTlKR7nyyivTujAAD3/4wxOh+ve//53Wn3HGGWkg3uc+96lqDzVtA0hZDteSw/06zxprrDGlNK6++upe4wqu7053ulO6hjbGUSYQ9+H88wuKA5nJlVPt1Te/5twPJ4iC+M9//pOMFmXLeHC27nnPeyZi//Of/zwR2RyjDO6f/vSnpLQQc/eSF0bRsUcRdcqTcv34xz+enCvED9p9NwnGad9zzz23uv7666tnPOMZTc0c3Pve964+9rGPVeuvv376bwxNUhBYQAKMk3AyllpqqUSeQmaVv/zlL2nd0UcfnZY/8pGPVIsttli1//77pz5ZkDDGKXWyfdhhhyXynIPBNPaRAH3mPsmecRCG66abbkr3wZHTfowJJ1K9ftUfiCNZC4OmjZCqYSAXYcwZEP377ne/O7UT+B3nyWU/QD5d15ve9KY0FhhGePazn53uEzFHrm+88cZUH0BEODT77LNPuvcgdvTbuuuum0g8PXm/+92v2mCDDaqXv/zl6TrGJSzGG6fYOAmj2yf39OYo0KswKWF617veVb31rW+tnvOc56TlL3/5y8mpQ4qngyCmbX3INiA7yCE5D4f/+9//fvo/G7juuuuq9dZbr7r88suTA0gOyJBxDtp+1VVXTc4GkEUBiyWXXHJKdxnDxuajH/3otJwDGdpiiy3S2AYOvD6M5WEgbzvuuGPa3pgDtpdt5DC0x+BMg/4md5wtelDbXHLJJUkHCASxu2R7hRVWSGOAfrvHPe6RnBy2g+MA7LVgYAT8OEiCHRw845HO4yCHbpwO6OqTTjop/R7l5Dq/oNUwnHXWWUkn4RH6j/MWwRr3w57SdZMgxh8ewrEWgAwntwt96waDQZI3Ose4ZN/93nrrrasddtih+tWvfpUch4MOOijVK2SIw4ZLdQVR6U76OpzsmQTe6Z4XBG73EXvEnnJgsMcFg4m4ilS1o6wMdRD9LgL7zW9+MylRnnyO5ZdfPkVjgaf+1Kc+NZEEimD77bdPpD8XRMaTkHaVIJ7IQV5PoTgPz7NNRhnxiMT/4he/SP8DXcRVNA/p6wKjbbAz6ozBdMGzpzgp0JnAnnvuWT3gAQ9IiomhyYEwc1wYtRzannwwZKL+yBrlCYwdEoao9AGpevWrX139+Mc/bmrmIAwjOM4ocrDtttum6xBNgyAlyGKbaAHFhfQySn3QvgjnXe5yl6ZmXojqaP+uCPr8gtI99dRTk2znOOKII+aS25AzfWbZ2NPuiO8f/vCHtG5BgRMTkR/X49pjhixAhiJSbwy4ZkY+IuQi5ki2cR5GC2kLhxo5FTW3DZLH2WcA20Awdtm1syklAAC1OElEQVRll2S4QGTQeeznnKKLjNhRRx2VCMko0isiyqgdeeSR6TjuFezrfq1zPiSrDURUnyA8DL4IPUMKOYF2v/SJ9nG8cXDIIYdUF1xwQbXffvuNJOPjkPWcUI8iPzn6ZhgmOUYbnB/tpn/ppxz0QjgRsw1ExswDfcGR44DlOovOJB+cTPqGfNFJ+tCsJiDafddLd+lHgSXgPJo5pr8QzGFOK2fSWFOQZhDxjzp2jv3OA2U5XK/r7rJj44DDIhhnLH3uc59L94x8c5DpfsvGyk9+8pPkXCvg/pBN4DBpmxe/+MVTQTXXzL6Ba2N/w5nOwW5/7Wtfa5aGw8w/Eg7hKPSh73wB7cbm0VdmSugX97rmmmum9THWYiZtXMR4wZ3obw6zfhwVuOiCoAiHw3/jiNyyCxGR53QJaAbYHDbctuGkjotcfqYrSwsMczJyFk5MJ8e+Nm5p+5ocpJy4yNXz4Km8Qblzcr7kRHXl2Mub9NYa562Jd6qLHHtvv8jzNWvjmOrz99k7r5wt8PopebNyvvIHF+Wry9eV4wrxMKsPv4yDmgyk7eX6joL7kYMv90t+sP0U53R9/sstr5V2ytnzdp1a+acHb7rejgPyqeUKtnP55ZM79jhvdagHespR1mejEDn23sJQK9xUlltuuXly6AMearJ95D/Wjkh6nqFWZGnZ681qQ5Ry9txrwBcSHde9yxXW7+4xf9sORI694gE5ckK2asMzlaPnYTV5umSwVq7NnvPC8cmIY8UbRTx443hxDs971IomrQvUBjM9g9H3xqGaFA7klna9vz7gYTdt6nmP2UbtZKR7yXOKA5HrHW/F6YP+83YJ28q1ngnINW5/yfjPf/5z6he52iFvtfFNYzbeiuM1fp7FkGPeB7nznsEAuoN8BByb/LsXecVdoDfkrju/PG16rSYgU7n0lq1zHHn3UJOOtOz4Adv5RoacfPvJN3V/8VBzTUDSdvSJhxbVKXmOPdAlzm1s6E8PF3vbSJ7LH2/DiYdoR8G9ex4gzyv3LJNj1GSzqbkFnmOhn4d95OehD31oemmB8ezhwlxng2cV3H/ogwC9Ld837p9cKjXBabaYG/Sg7foenu3Lsc9l19tyPMQKnl+xPm+LmQI9p+9DHnPQT7UTlNbTXTUhTA8zWlbar2SkT11nvNLS8z7xW6kdz/Q/7Cb9Rk5r0t4cYQ7oVfYyYDneFMduW3Yc+rxrf6id7qmcdc+12ZetyzHJW3ECzuWeAq6T7DuW6+kCWTH+jBvX4Tkt9tRvuoCu9ftOd7pTuh8PflqOUhPi5kjd8ApT+9TENels+9QEtlk7N37wgx+k8xjrffDwrWPUDk1axmMsG3+AH1j2MPu4YBs9kO25CQ9Q27/9tsM24lkWz+6MAlnEPRzfW6T0tRddgNeL6h/yEM9SBto59razLMceH/Pbsy9hv40HdePm2BvDtqfnFwRuV8Se4fQu20CbDAFC7+ELRqmL2Bu0FFv+EG4oKGWl7DWXHtpQlxP7AMNvMCOfiEIg3haBdMbxPTRCQSHg4UwMwyTEnrJh5DxYhNB6CAgh8aCQ9goiD2GoEH0P+7SJPYVCcbn+IKEf+9jHptojPugUb5QYBg+S2va07HWlfQhi7w0THiQ0MNvEHhlnlBmiIAaUTBfICGNGcQU4fggBQqI/GOF4z7R7zmFb9R7aImPXNq+7zB8CCyDow4i9BzU5N+6JEQOEe/fdd091CofJOdogS5Ro2/BCOJ2IQx9ObN6ak39IZbaACCLGSEEb4xL7MDRK+6057iWIyLiFA6oPEWEPAnu9Ijk2bp2D86f9kWbX3UfsEVvHy8djEHdEynrklT4Dy8hPEHsP2Hc5CPRGPDCIHNqOjIaxQRzsz4AGjGfXnyOIfRB4yx/60IeSY2j/qAf3GYS/TezB9eSvvPQQcSB3DJCgLiKWQ5trQ2+RCHgLDZl2DA5tF8lFRPqc0SD+CL1ARlv+yRAd7vh0VyACH3SfN0hZr79d3zkdX+AG8mH7/G1IOcYh9jlmkthzWLt0BrAxMQYECOgnegr0ufYfhiD22it0VDx0Sy/HQ7dRYjuvnM51MlkV+Aj7EcRcecQjHjHXsoJgth+gZTfj4Vn2zXm8XSnHdIg9e+kayIjx4kUFxmvfw6o54uFZOiCcHSXstoKD5OsU198Hb3pC6kPWIlDyzGfe8j77HNqJ7A77lky89jnGaRD79rJrHRd4gX2OOOKIJGd+6w92nvx3YVxi7zs3AreIezhX5Fcd+SEfdJPrFhzLEcSertPW8dYb/+PV1Pl3dNhUdYXYzwK8C9rADQI8CgxfbqT64JiEoW9bxiGPsHvzB2PQjvCICOnM+ER+QFRRlIIHGSBYiKL6rtdTIa+U40wSe4obUY0ZhACDRNmJ6rZBISD8jo+sAoUjgoKcOF4+AADhDw+YAuxzxETgkH7HMxA5WeMA6UFocgNL4bYNrnfVMxSugzOT9xelggBx5nLDKhIjMsOYUUY5grB760OOiMLEoKdcLPeVYcR+fuD6KHb32gbyQ976gBQjX11O6WyAIfJqxC6MS+wB6Qmjn79FQX2QlemUeI8/o8ZJ7CLaiJ7rNH7Io99mbBgUv4McQbzOErFnuLQ1Y+PVud7eQKZE1UQog+CbNdNOeSAgYMbJdYIxysm1n7owVkHIjdMc8VpLkXbbMfb+I/vqRZwtRzGO1HcRe6SO8XQ/ZhRs57WYQfidmyMUBN8bsrruB8xQuv4jmw/e6c/ojygctjYQJsfu0l/AEd5oo43SrGAbiL3AhP29BSOA2HuNYQQlGGg6Kt5o1AbdL/hhBqUPQezJKsLpjWOWu4i9sYwUm0VEKoHejr5S8t/DShAVgQbjnCPp/EG4Ba7cm7caQU7sN9100yliH+dvz5wEsY+34gREpN1DjGNvDbNdX4ClC11vxRkG42lYVBqmQ+yB/LiWKPGq7FEIYp8HTPQpXSEY5Zrpkr7XVLbhw5z0hfEQCOLuPPnsXA7ju4/4QxB7WQzgzWiWybZZrnDWfOQwB/tOnoz73KnF0wREBSiBfNmffhdI7ZMDOgNn6gMuJqAikIq3mYnO0RXgaENbsxvRJ4I4AgvuU9tal99LIfYLIRiQSaIitm9P54J6irTteHTNFBCaUVNS4xAbkBZAaY5yeBixMBI5vBqzqz5gP4o1DLuBZSBToH37GTDaYthxGVxGVfpIO2I+CuO2DSJgcLWvA3lgvJHwAGPqmmyf1+dAetopUhSfSGWk6Lg2zhDjmBtYhTGfLWIPDDcFLvJAwYl+IieMeF+6graxD/LVF9WbaSCsyGgXpkPsgwwuSDDGyGu7j6PkDi9jLCLOaCDBSJBpc2SYgUaOAqJPuaPQ9R5m4MiL9IvIa8sgNP7H/kqbFDGonCoOhXE8qnAwHKdN7Dki7sdxRIQZeO1hyt89IvEIB7i/+CgggjATUeiA8yIV7Ve0jguOh+tyr9OBwATHGZHNZ43aQOxF9EUryUekJkQAQb8h2ArCZ12kRQBiLYrf7p9JivM6jllBkXMzge3gEf0kIKLfkXrE3+tRkULX1E557CP2bSI/08TemDJbOimmQ+w5o2TMtUQR4OsbmznaxJ68CogZJxx9dtsrhNkMM3/DIG1MxoC+EBQE/WkWOa6LHhcYbIOjz/nsm0GPVByvhiYXCLllqS3xKl3nzAMogD/Euc38B8w0q+PIgtkyy+Spr93oTKS/rx3IgRl4uoTOMdueE3sE3bU7D/08LEWvy74g7mYA2k5bIfYFBWOCIaMwENC+KF7B5EDUkcXIu5SKgOj3wfbDUnQWNDjN4zp5CEqkgS1ocCaG5dS3IVIq0i5Sr3+QrGH40ogvRCLziH3XTJ10D8Y/j+pNF47vODEjxvlj7EX883xy9RwVDksXcY8IfFdQZCbw5je/Oc36tWdSR8E1cXz7nm0YhYMPPjg5NMOCGEDX5VFEDkE7lUM0XPsZt5yvvgDDbAKxjxz7rtLWJX3EXj/YPmaCorSJvbHe5YQoQSiRVctSL40bxDBmHCYd/4i9Gffcme5C5PQbs84joo1AG79mxfLUIM51XHPM7nOYLEcuPWKPVHPWEex87CDsItW2M0vCiR6WijMdcAC0J0e8C9Yj7hxLjodMBSmy4Wx2vaMfYj+OQE7su6Bt+lJwIsIfDksbHCKBN7n0AcQ+UqKMfU6BzA7BzkjBFdySRdF2SNrgNNg//2aR/lc8Y+JYo4h9bB9f3i7EvqCgYEYhYkLJjDvFW1AwDhjYiMTn6KtfUHB+zwX1EYc+IItdEc5xgYgMi9RPCkRJykv+IP+ChBmzvgeAu4AgS7kxc9kFBFkEFhGX5kgv5UD2kDEPLdJX7l3htCLwQZjbxTMq9hs1892G2QfR9z6IGnNcEXfRa4En19Um2kH8kX0zVyLwyGFsZ70ZhUiRQTDNUHtBRZ6WExBtFrmPh2nDQZhJGJ+uwfNYMwlODFLc9yDxOHAMz+WNK/fa13MG2lbRZ/kDx9ovUoIVQYcucCjMvnTNFHjuKlL1RPJzp6IN1yPlL84nVWjY9jOJO/jTvCCnoKCgoKCgoKCgwQUXXJBeVRuvppxfnHDCCend7V5F+brXva6pvfVw3nnnpff0+9ia71HML2pHNL0f36uAfcBwOrjsssvSq8O1Ve0kNbXD4bw+SHXnO985ndv+XXCfZ511VnotcO1kNbW3wGvFr7322t71NWFPryN/7GMfO/VdhWHwgS/fSfIhur5rmmkUYl9QUFBQUFBQUDDfQCkvvfTS9MGu6eKGG25IH418UM+3Cfpgv8UXX3zqo563VxRiX1BQUFBQUFBQULAI4Hb/5dmCgoKCgoKCgoKCRQGF2BcUFBQUFBQUFBQsAijEvqCgoKCgoKCgoGARQCH2BQUFBQUFBQUFBYsACrEvKCgoKCgoKCgoWARQiH1BQUFBQUFBQUHBIoBC7AsKCgoKCgoKCgoWARRiX1BQUFBQUFBQULAIoBD7goKCgoKCgoKCgkUAhdgXFBQUFBQUFBQULAIoxL6goKCgoKCgoKBgEUAh9gUFBQUFBQUFBQWLAAqxLygoKCgoKCgoKFgEUIh9QUFBQUFBQUFBwSKAQuwLCgoKCgoKCgpuk/je975XPf/5z6/WW2+96swzz2xqC/pwuyP2b3jDG6qnP/3p1WWXXdbUVNWFF15YLbbYYtXmm29eLbnkktU73vGO6oYbbmjWzo2///3v1ec+97ne9WeddVZ1pzvdqdpzzz2bmn7suOOO6bzf+c53mppbF1dccUW11lprVUcffXR19dVXV7/4xS+m6rfaaqtUX3AL/vSnP1XXXXddszR/uPTSS5MczhSuuuqq5teti3/84x/V5Zdf3iwVFBQUFBSMj5NPPjkR+mc/+9nVHe94x+qZz3xm9bWvfa1ZW1WDwaB65zvfWR133HFNTcHtitgjq6eddlp18cUXNzVz8KUvfSn9Jzy77bZbtc8++1THHHNMquuC9Ztttll18803NzW3AEH73//+1yyND/sdfPDB8xROxmqrrZbO13XcX/3qV9Xee++dttl+++07jxHlaU97WrX77rvPdZxvfetbaT/kCwn7/ve/X/33v/+tPvrRj1ZPfvKTq3PPPbe65pprqk9/+tPVF7/4xWav2cW3v/3t6uUvf3l10003NTWzD87Vu9/97mZpPGyzzTapjdpO3ne/+93UH+ecc05TMxwcBMdRzj777KZ2+vjzn/+cjrXzzjs3NePjTW96U7XTTjs1S/347W9/W/3sZz9rlvpx6qmnpms57LDDmprJ0R6vCxvI1UknndQsjYbAQdf2P/nJTyY6TkFBQcHCjq9//evJliLvdONnPvOZxIe22GKL6sorr6x22GGH6ogjjqjWWGONZo+ChYrYjzLw//73v6tXvOIV1frrr1/97ne/a2pvwXnnnZci9Z/85CcTabzoootSfRD7jTfeuHrLW95SLbHEEmn5lFNOqb75zW8mjzCw9NJLV7vsskvyGPfdd990nve+973zkLuVV145/Y8IPyLUBx7o8ssvXy2++OJNzRy4Tk6ESC7ij3B3Yamllqre+MY3Vo973OOamrlxwAEHVP/3f/+X7t9158dZd911k3PwwAc+sPrnP/+Z6tZcc83qkEMOqV73utdVD3jAAxKph6OOOir9Hxei/Pe85z3TrMQyyyyT2gEe+chHprpVV121+ulPf5rqAojtJptskhwaMx8LCs997nOrv/zlL6kfyNE44AS5lzvf+c5NzRx84QtfSCRsXAePIyDyT3Y5BIEbb7yxev/73z/VbuNi1113rX7/+99XF1xwQVMzHJdcckm11157pZkZchYR9r/97W+pD7sKmVViDPVho402SvdBCTteDjJ2+umnN0vzwhg1w6adh8F2xrDrIs+PeMQjqq985Su942Wm8ahHParaY489es/HqTn22GObpW4Y62b7gOwr5PFhD3tY9alPfSrV02ubbrrpPO3Yh1//+tfJGP7rX/9qauYG+TD+nGdSMLbj7qdd1l577ere9773PHr5yCOPTLrgq1/9alPTDXq7fT6O6wc/+MGpAIBZqoc+9KEjj9UHfWi630yldpkksECODzzwwBQcgY9//ONJ5mN5HBjrdHEbxmVXfR9ELo3j2yoExLSvgMakuP766zv3+81vfjOt4xXc9iHIuOKKK6bfd7/73avXvva1yXawm/e///1Tmo7xh8MUNKhJ60KBvffee1B36uDJT35yb3nMYx4zuMMd7pBKTUqbPW/B9ttvP3jxi188qBXLoCavg7vd7W6DWgkOagKZ9qmJZjpObWgGK620UvqvviZqzRHmoDaUg5rMDz7xiU8Mai8x7W97+z784Q9P+9znPveZZ/k///lPc4Q5ePOb35zW1URyUBujQW0AmzWDQa2YB3e5y13S+prYNbXjoyZcgx/+8IeD9dZbL537wx/+8KB2EJq1c6MmTuk8tbJN/x/96EcPXvCCFwze+ta3DmpjOnjhC1+Ylmui2uwxGNSDbazrqg1cOubqq68+qA1lqnvRi1402HHHHec6HtRGMPVLbbCbmgUL/VAT60FNhpqaftSkaVA7PYPa2WxqbkHtaA2e97znzXN/fVhhhRVSGz3oQQ+akmWldtRSPTmoSV+z9XDsv//+gzve8Y6pjR3vj3/8Y7OmH0cccUQ6zznnnJPGUO3gDnbaaackn7WDkgr5sU1NQKfqlGuvvTYdozasg6c//elzXX+UGF9PeMIT5qnXVvq9C7UzOth2223nGhddqAl9GmfGr/OcccYZg4c85CGDWtk3W8wu6AHnrQl4U3MLaqOT7vOb3/xmU9ONt7/97YPaQRz84Ac/GNQGKsmge6+J/eDwww8f1IR4UBPjsWQzsMoqqwxqB6FZmhdvetOb0nU//vGPb2rGx2c/+9lB7dQOfvvb3zY1/TjttNPSee51r3sNPv3pTw8+9rGPpf7/0Ic+lPqfHqbfrVPWWmutQU2Sm73ngE7QLnm9Plb+/ve/p+W//vWv6Tyhl2rj39knfXA99tdndJ52OeCAA5q1/aA3QvZqBzPVnXTSSenerr766rQ8DmqHNI2/2slvaubgNa95TWq7P//5z01NN+h80C90eIzNLtAL22yzzWCDDTYYut10UJPvQe2E9uqsa665JrXV8ssv39R048Ybb0zyYPuAtnn1q1+djh/1zrf00ksPagc7Ld9WwN597Wtfa5bmBXuLj/Tpv9sCTj311DSOpoNjjz128Mtf/rJZmoPLL7982sdr48orr0w2CB8rmBsLDbGfXyDOiy+++OCwww4bHHPMMUmx7LrrroMtttgi/fb/qquuSsphueWWSwLYxvvf//5B7TkOvvjFL6Zl+5x33nmDu971rlPCeuSRR6bjIRcE7olPfOJgnXXWSQoqCIoB7dxB3F7ykpek/0g4JfXBD34wLTMsBtYwXHLJJclRif+AbMb++Xm7sOWWWyYjGw5IFPepnrGxHI7KkksuOdeyexmGX/3qV4Mlllgi7ePett5668FjH/vYTiO15557puP+85//bGq6ce65585j/GYKDDIjgWB1Afm9733vO3jOc56TjC3yibAypr///e+TbLhXy9YpiLnl9n1x9F772tem9rEeuQsgFI7jWsYl9Qw7Mv+2t70tLSOTjosUDsO73vWudC7bIRa5g/Gtb31ritgjVkiAttFXnL4cCC6HJ8D5c1z3f+ihhw6++93vDo4++ujUfxw7jlFutHOQW87yH/7wh6amGwcffHCSGdudffbZqf8AoUOsfv7zn6fl2cQNN9yQnCFt9NCHPnRwj3vcY6rvn//856c24BhHnQAFZyQc3YD2RWrJF0KPyCP1559/fmo/90PGAsYWItk+jmXnefnLX97UdIOOc23ve9/7mprJIFDifoeRV/277LLLDp797GdP6Vp6bpdddkmODH3rOtWTVfUf+chHUv/TFzle+cpXpu3CWUXqBQLovg984AODn/3sZ2n9ZZddlkir347f1uUcgC4EsY82Jv+Wv/GNbwy9xxNOOCFtRwZykN9R+jHwne98JznkJ598clMzB8Ybe0Quhuk8Y8s1CFRpR4EF4xm5WnfdddO90FO2Me5ifCv2nWkIADiX/20EsTdehgGx52AJtoTzBnQwvWhMAGf3Gc94xuBHP/pR6vtxghmTgj2P8dsuHNX8f5SnPe1p6T45Ijn0EZkN/fjlL3851f/pT39K+wnOfP3rX0+yQPcKsNnOmJhpvOUtbxlsttlm6Xq6wKkU4DQGhoEDQ///7W9/a2oGU+MRbwL8hCNDH7i/2YZxv9deezVLtw3oz1H8ZiZwuyD2lAJlR8iiEDBRcUbYckT4RR0RbkDWc6OAqFOOiLzBibSD5TPPPDP9zok98rrPPvtMEe4AZa+D7W9bhM4yY4T4ckBEcUdFaBgbUQ+OQ/x3vUHsKRoI8s4A+f/5z38+1ecI5yIKcogg2Nby5ptvnrbbb7/90vLxxx+flsfBU57ylLSP+1W6FG84AKEE+vDtb387tY8o4GzhqU996uAVr3hFszQ3grjvsMMOqc8Uzg75QgiQFEY11in3vOc90/r2gKYsHYuBiu1EQhlavzkOZlPGAYOGDIrCkgtGACkg1yuvvHIiDn0IYm+cIKJIe0A/WxeFXEYEfo899mi2mgOyj3xGlPiNb3xj2g75FtHnJGobDjTnzjr92QYZdu+I1jDEdmYWuoAMuYbZgsguIhr9yrAZv8sss0zqC/cWxF69GQRE2DKiH07NQQcdlMYlomtdFMvIff4/yJjCEbBdmzydcsopqZ5DMAzhPHK2pgPy5T7ddx/e8IY3pHOYfSCjfgtqfOYzn0lkX7SSnll77bWTTAyD/RGfINmIveNxhPL/otXWie53RUMZe+0XDkQURNz+5N/yhhtumJaVZz3rWfM4GgHE88EPfvA85Ahpst8wQk4X/vjHP07yQU+DGWL3Csat83NcAmaL2zNAdIaxoG3oGvqDg27f2NY6y8432yAb2oSzw4nfZJNNki1E6BBw1/H6178+bSs4Zr3Z3Ta0qfvadNNN03b6BfFF7PWxenZD20W987InMwn6K9fpivtgd90L2xuzme9+97sHRx11VPrvftuzRvQxuQhiL/igjXCKcAocl56NZSUCijMJMk0vs2HusQ3E3ozaKGhvbc+ZifEZRB4/AkT//ve/f+pHunucyD0dlus8xbkEZ2PZOdu44oorElcjcwsKnGjXg+/0OUpmHsn6bON2E7E3JUQpUHo6PDreVKQBJEL9spe9LA00hXHwX30eEXMcERDkJQwawQ1yvvvuu6f9CC1lS7BMGXUhT8WBmM5VXFc+qBXXqV4kA0RobSv6x0kR2UG8DAb1PP2IcomSxbUF4Q8gUKKeDIr1yJeBjqQFeQhij+iL+LSjtcPASXAMClgbdSHOjSz1gaF2j7ajMKLdxsGJJ56Y+oiRtR8l2eXggLQA52Cc2ghijzwFRIy0GWeOcmsTAHUMUA7tEEQ+EERfoSAownHQjtRT0I4R0QqkinGUDvWVr3xlLmeV3CD/treOUeQcUFJk7rnPfW5aJxIekc4wSF2zGuTEuhg/CuPguCL373nPe5Li014i911AlsneqClqKReO3+dkumbrf/GLXzQ1MwuRerNiggMXXHBBIvHaxPhACsFMoWtAriKy3zcbxOBFmynGNSPGwbccEfsg7saAGZU2kAypCqNg1slxRgUQhmHfffdNjkxXX5Eh5N19B8FX9K//9jUOOH5mDBEI/7sIXhcQOxHdQKTikLdIEeK0tmd9yKjx0Cb2QeSD2LdLF7Eng/RyV2Ram+gzkekgO2289KUvTedkl4z5SMtzffpaH+UR9ljfTtlha8wEcQgcy/gKBKGPMSloIVXPb7MuMwk6U58KEtBLZJUcOxdS96pXvWoqoGWZ7owUWssx45bDjJKZQAGx6Bu2jbz4LQLMKaNbHEfQZaaJfR/YV8R4ErSJvevXt2Yd6G4zLeQ6AhsR4Z8tkGEpxfSG6xHYDM5B3swkxTL+YbkrxYhzije4VtvlNiAveRCRXhgF/IuOsX3YS2PRtXXN+oRD0Recm024bwGYYWBTcc3ZjNzfbog9GOyMMCWIoG+00UZJQBBORJ1CQvZN3/odpR1xp7RsE5FnxD4Etav0Gao2sWccDJ52ig7jwED6TSHH9QSxF0UHXr/lIDwKz990PiPQjuQD44bUy8eP9cgCkslg2Z9ijRx5hohimgRB7CnfPhB00b9h0S1E1XFEL5HvcXPYGQsk2r6ilEFk+8gPObFeu7XRR+zViRgi8XLWc3QRe0onppIDkaqgjEvsRakoOG0TKVdB7BH1gOhxGFROgPYmd4wgIvTMZz5zar3CWOXL2lDOtv1E6tXl064BxpfRjegTghHH4BC7Ntfbl4IDDALZ74Mxa+wiPI7L2QunJgdCZ73UttkCB945yECQzD5iPwyMOZ0iko+gGQv+k/VIVdFvwKm2vNtuu6XlHGZ4GBYph6PgeMiEQAESiSSNSttqg0NDp7rPNlwncksfCTYgMGYsgiS0i5QF94X05LC/a0MQQ2dDEHszqdaH8xD6MFIhYzlAHswOtIm6tCb7RyqO8akfpXh1IYi7NuxDODF9kXv6VB8H8UeMyTMnkZ2xb37+iOBbn4NNo8chJ/bq9al96L2wafF8xUwTezaEU6JN3Mt2222XdI9zGSMQqTixbGaNLPel0LBz4Hj0El0kRVW7AX2ClIb+zFMaZxLaDU8gawp7rc21ddRFcT9mfrscjJzYC5zl6YKczph5IqPsAH6BMI/zPMskEOgzbvEJulxgMRw+fMOYzIl9tK/lLkItgInUO56AJtnTZvSa9tAv9hfEEzDFtcjLOAib7dkvdh+B7iPuZiA5iVKbFiTYX9c46pklgTXbTXemdBzcbog9wUVMeHKEjXDF1BZiHySLIo9UHMSgrfzB1BoPl4BxEBBgBh5JytMTRBRME/XluOfE3vV5uNV/A5lSoLysZ5hM7fmdR/vaxJ5xQFZzT9lyCHib2FMUSAPjDKIp1jMo2sggYlQNVvVyvSkiCmlcOBblFNfTF5E3FT+M+IN0J8cQ6ZsElKi8TIbA/iJEw6KUQey7pvGC2JsBCUISDzlT+iJL+p0shOPRRewD+oyzgWQpIhLaGdGO85At/ZHLEbljEE3rtR2ALmIPiIU+lfKVG1G5/uSLwkEYEH3XZVk0XBQVGBxEJCJNbWLvOJGihoSRG5F6ZMz57ne/+yUiFjNTZhLynPyA7YYReyC7nDXnGvbwlPO1ib2+157zU3LHBCHUTzHljtgj5mQjUnEQ9pjNaD+QiVhLGUK2wBhjuKTuhMxax8l23nhGqGvWzNQ/Yj8qhStmhxhMfUA32o9+nBT62P33wXrGzjUh+GQt2lF6YEzJIwauSapJjiD2xhHSKA1POzDetqd/Eex2OmEU4z1HPMOkDVyDtCB9ZUypd30QOfdd6WLOj/y4N9cT99MuiG1cB70u1TAnHMaTaGQO5JXckF16JEcQ/3yWSiAmCJloYKTheH4nzq3QC0E8kS51xutMg1Pp2NoNiTXe9F2b2IfzGcQ9h1kcfUIebUvmIdLH6Mec2Kvj6M1mpF4QzHnkpLObeAPCzb4h+NZ55kOfx7L+bUOb0I+hR+lJtk2Qhp5QcrDndP1MI5xO48E4FHjhXAsoBPJUHBkKxnk4oW3oo4jkC+7gUXgWYi/YZX/ncz+CARyFcSHwaN94IQB+hFu0ga/Rk+zcgkbMpI7zzJLr0z7SUmcDtxtiz1BqdMXgozRyYm89hUdgKE6/GVhkM1JfAFlST2kCQ+rhEgMTaQ0ijxSqb+ch5whij+ggT5SAvDxGiiAbaNaLIHURe4YdiUDsed6uiaIJA8f5sJ7x4TGLDKjPI/Yi3+6ZcpK7bn04BhGJ4ng86UlPmiKb0lrGgYiWtjaTEOS+/baLwDjEPjz+yD8dF/GmivD6u8hkjukQe1GbIPJyR20ThquP2OcEXuQsT5GhPGOGIooIh3Zk3PUh4tCFPmLfByTZ9tJEkCDT3aaYkQNtjngg5og9YxARwJzYi0jLNVYvkuWBsDyi7roRMMvqERxEh+zHjFUAsTcOhiGIffuBxTa6iD3i6Drmp+TOJUKKZEjvA/fHmTR+/A+SF9PJbWLPwWHozYgh8wh2zBYJODDqyBC9g4way47TRezJnvYeBbLtGM7NEDoPwzwdYjQOsY8ZFXLivIhrROjJBXLcR+wDSC4CC9qDzhCll8JEDsiTcRHjUpGb3o7cBbEn47ahMy2bbfKfjAOZpUNz/Q/k1Xi3zhhzjCDWCuKnDimKOtvHeXKZbRN748wyB0a/GweIYqCL2NMbIWNKBAkEhixHgIheEAigk2eT2NOD7JW2l0oEiLDZGnaVvXJuMmCZnWs/TEnHu3Y2kn6NWQsk2P07dk7s6Z4IVkxXjkchiD0HENgrMgja0TpEFuLZpDzdUwCCTEUE3riwjch8OAIKUixNkV2WKjlbxJ5cazt2xbnoHgS/j9h3PXQuqOSe8vvSdwi2maO4p5zY96XyDAObHW2E3LeDSgF6DI/BnxY0wukc9WwTeM7FthFQnmncrnLs+5RYTux5l0HsowRho3zi7THxsCyBJdCMCzLGSDL6jDsBzMlagAHxABkBd6x46JWyssywROT+LW95S9onvPuuiH0UUTHHySPzFAMlbzkIf07sOQTu0QB3zciCiIHt5KcGIn/R4BoWIc2BIDJ4CEvk0DOmXbB+VCoOxwVJlrPb92aLYaC8XAPjCH3HiOhA19to+lJxGK4AJWSbPmJPgYqs6ZdQfrmjEIXCtY5hozgZkTzS3ocg9iGjo6CfOZOR4x1yQqkzUAilNkPsTYMjG9bnylV7ILHxkK5riNdfIm7GDWUv8hxT5RQhYtNF7EdF7EX0XMOw2SOGC4lpE/uZhhkQfSVnkjOLmCGwDJk2If9RTye0cytjBsFDtPFwrbHAmfY7dIhIEAOvH/rSyMYl9nmgw/Fc33QxDrGPVB3tgrRGWoHZHJF3GEXs6Y4g9mD8IofGCvmiL/0Oh6GdghMgD6K7EfHT1hElJXecbbOnSErXA9z0pX5tz+a6BiQ1YHxE+wKy1k7Jiqhpu0QOfRB9QQkzYpGKkxP7AF1iO3qFIyGSrz20vX2C2HuAr03s4y1C81MiIg/0hfZwvRGh1890YRB8TqVl63L9mSNSbsy42i9I5KjCUZ5pDCP2gnrWBbGn4y13PcclAMBBySP2AbN6iL3ZLQRVEC0n9mQiHLjplvzZJroFEcVb8Bf8wjV1peLoKxyha7bbcdgJ49nYcR46IYKEeSoOG2q92WljfVw+gd/Yf1j6GPnH50bB2MXdVlxxxamMBdA3dEPoq0nABpiJwLkQd1xJVL4vl95scwSIZxqLLLEXSel71Z2pV4oFcaG4RdbDw8vfitMFwkC4gjRRkvn2MfiVrgeBKAUROeuRDhG4yElzHSJbDIJoELIVkQfGJl+GIPamtAy8GHC8bvVB4AmuARnXlRN7YGQZMdtoF4aBoQuHBtpvxxkF52CEg6gTdPdN2LsEPYj/sIdnEQLRMFO8k77thJEPR0o01LK+6oKpPtuFA5BjHGLPAFNcfak4ZjAoDsrQA4aOJ40jFG8UMmxdTmbGQRD7SHEYBtEVxEb/RuQ+CoMTkSdThwg6mWZk1fU9BNoGYhPEPodl8tZ+iHYcYi8ST2aHvc5ytnPsySoSoV26cuoZSmRENNrsC6WPqLQhemX8BpGXEhezdfoGMQI5meqUvhx6wQdEaFiuvOlf25hRIGfam0GcLiYl9torCBidNh1iT/cFmTLro/2iBLHvi3KSB7o3IvE5see0uj5Eh6PQ9YA3fapv2xhF7LvAsUVE6IEY9xwzDksA0XMc47OP2AtCCADkxB5p8Nt/+wwj9nRdnH+6JQ860I/6FoLY05Oi6eGUan+Rdg/Td6VVQBB7iEBMzMC2YXzMRqQ+MFPEnu2iu/SRbSLqbfbcs2xB7OkLyIk90qhd7TfdkkfkgS0MeyqQSP7pe/bS/ejbIOV9xB7MPBx55JHJFubjcVTpO14OhJssu4b5Jfb4VgQ2BEvajgVbre0nmVWgu+g5GRtsEsccBxIQHUbsBRtnA7d5Ys8ItRXIqEL5MRZIJIUX74eNVBMeGYIYSo0gxBtEcmIvgin6Hg+rQk7sCaTziHYAAfFAh/WKwdAmM2DfMPCUv31cK8VkWYfbP6aEHVddO1e0K8eegY37jFxRoBD63ooDDG9EiBUR0SCmkYoT6wzeYYiHKxkQsL9+oVDUI3NdkXm5pX2vu0Tm3ZcZFcoPucxhqjYcJs5SQFQISUQEvR3FeoNJH3f1DVgf+c5tdBF7g7kv4qRPpIzIn+xCEPv2+6sB6bYuZHNcTBKxl97AkEBO7L3hAFyX6GTM2Mh31nf6MCLtZLatrBUyGxEbhSOdr49ce0Yu/3haRDH78g8jEo80D4NrdZzpzO6Mi0iXikgsZ4ochtOTp1PROcMQD8ib0WNo8+MAfWP9MOIeD8+2UxtyIKaOw6ghXYi9XGb7RC7zuHAsRnCYjI4bsY8obx+xN6OJ2EvnM36Rj2ivHPpbPZntQuSvB3JiL8ATz8zkzqV2CkegCxxe++SkM4j9sJcNtFNxIHLsA16riPjp/y5iL/WTvgrnUuQeCaJ36FM6yD4Ih3X0Mtthfd8s9nRhttjYdp52Tr0HLtli8mA2AXGK+j7kxB4s20cbhXMYhR1HtsMRnmnMBLGnO8m4fo+IvdkF/0NfDSP2Mw02UFsGV+AUB/E3u0j2gE0f9T77IPYBtjIcg7xIP8F5xo3UC4CJrIctGUbcEXs8ZhjoPceJNDE6z3LYfKmk+fI4wDPtE2WcQMlsEvvFmg/Q3mZRD6KqJhETlVpZVbVHVtWDJ33yfumll65qAa3qRqxqwaxqUpg+018r7uYsVVUrl/Q5/9p7Tp/v9rv2qKu3ve1tVS0IzVZzozbiVW2kqtqApE9414SzqgW3Ovzww6ua6FX77LNPVSucqiZP6bPggZoIVjVZSr9rg5c+g+6aaoejqg1suoZ6cKfPydvvxBNPTHV9qAlcVRPx9Nn69ddfv6o97VT/j3/8I9XXBqaqlcRUfRectzaWzVJV1cSiqpVS+iy9662NblUr46r22KfW9eEvf/lL2qb2/NNyrWhTv2y++eapXhvZpo13vetdVe10dH4CX19st9121TrrrJPas3Y0mjXz4oQTTmh+zUFtwNJnqWsFlvrSPX3qU59Kn6duozacSeacaxhqZVzVSjDJSe1UNLXz4rvf/W5VK/OqNu5NzW0HtVJPn+quSVlaJiM1IUif5o66mmxWe++9d1UTlnSv6slKTYyqmgClbeynX9vlM5/5TFUr+qo2zFVtAKvtt99+rvVkk9yfdtpp6byBmuyl/87ZBWOCzMd2fSAHxpnzzxba/eqcyy67bFU7Hmk5Xz/qeo0POqAmdaltasI9dRygy+Cf//xnVTu66XcbT3/606v73ve+vW0Hsc711I5DVRPhqiYS1Zvf/OaqJitp3bioCW118803V+uuu25TMz5qx7CqCX6zNO9yG+7f9daEPo1ncgc12U+yGaU22Km+DzX57L1PNoKOg7y/3vGOd1Q1wWiW5oU2DTlvY+ONN25+TQ/sCh0T19VGTSqS3NXkq6mpqppAVzXBmEuP1Y5Jddlll03du/Fbk8z0e6ZAd9TEK50nEPKmHayvSV21ySabVFtvvXXqL3phHJx//vlJd4N71SZ5MXYcn75v45RTTkljSmHLbi2wm/QXexionbRq1VVXrdZbb73qUY96VKobNn5nCvoAP2GLa8e2qb0FuMSOO+6YrheXqQlz0vvjYvfdd68222yzas8995yLn+FNRx99dOJi46B2TquaBFe1052W//e//yW+1QfjexiCH+Ab8KEPfSj9nx9Ef9UOWNLZtaNX/f3vf091twoagn+7Bg9QdKEWuuQdirr5HSWf7hfV4rmayjHFyoPlffLepVPYPyC9RjSSB2d93+uNpAzIubetY0XOl9mC2F/h0ecQ/bJejn5+vab0RDDkMEed9I+IyLcj9qIgooUiKSIM8m3l1pnykzdnRiIe1DPVGVNiohVRPxNwXpHYiDxNClET09j5u+EngQh0bWjmyhVtIyL2piyjbUWO84i9B74iKq2tRETbD/AFImJvelE/2EekXWQjor3DoqFdmCRiHzCjY+ZBv0eURkqR6zNDEq/HhJqUp+PXRjItj4JxMiq1pg3pKKZ9u6JvEdkSFeuDyKbI8CRtMB3kqTem1P2WegMiU2RD5MtMkwic1L9hD1eZIYmZLYUsihTXhiPVizI5lnXGcVduvNkk6/vOQxd4gNOzKh7Ml+ZHX+Tt6RgiW9LS+tIbRNhFu2PGsgv6z2suI2JvbE43FcdMq/VkEeKZpHbK47CIPV3unGbyjDWRe9vqF5Fv9a7PNtIhjQtRTVHWeA1mG/FMk3GRoyYQqX7Yg+Ait7ahsyOi2U7FyUE/kyOzeQGpLfmMoPHqmDGLZByzU9I8RenN6hrXfTppfhERes8aARkya0FeINYr9Okw0IlmUMi6WRpptPYzDkLHRjHe2bE23LuZeLqaTE83+j2/EXv9YJbSbAVExN5MdNSZrfRsmlQw4wPIcV/a6PwAzxAxjplPeob+px/A9cokcI14hnYcBhF712lmySyMZe3eRjxEm8/SdkGmBNnBiQIi4fbFrbpA55qxNFvWBbbN/maUIv2LfjamQs9Zto3nAsYFPui8EC83kPFBB3SBjTZTF8+bzTQKsa9BmYcSGgemL3Wk9BAKhbHqS+uQp0yx960HguQ4XYaYI4EYEeQ8JSjg+F31XeB0OE8odKSAkjf4DMTaM0/1pskNZETP+fNce+CIUJCIzEzDYHM9eRrRuEAekJ4goJOC0kDK2/ebQwqQwRhGCuSW5oaWQmSwYkp/2JPvQez1QxioKBSaddMl9l15wF1AChhFU49xX+7HtKxp2nbqFaXJCUR2xsF0iL1rR6y0QxvIEIPqodQuGGuMiodRZxtB7LUdYyGFSToH4owcIozx8KycdtsyAIx2+xkF1yvtAPFA8GxvmdNoPyl3SBEDxBir49TbNofzaTd6ZTqIHHyGyfMofe9lFshwHcPkLFJ1gtgLNuTjAXEjf0gXHeeeuog9Uh0PWkbeexB7KV7hZCsCIurbxN7Uv7xm7asdg2DIpZcWQu+Qax+aQ9ToQOMixmEXsTf2ETy60ri3HNex0UYbpf3a4ydHEHsP0+szqUaWc2KPLBqP9JqUyHbqjrSagNx5JJoucz0B/ehe2CxpXGSVU5brrZlCkCe2g60R2Ig3+1jW/tYrZDzeANWFSL1RyE0sSw0JRygKx6+L2EslPDv7FgB7rB0mxfwSe+tyQurB2LiXHORFPQeWnhj3LXTTAR0fxD7eCpU7+MaWOv00CnQuh4TzYjxZNvbDiY8SDvooYk8PcPpzBzT0rQBgF/A4zkhfcC9kk20BnEfwLZbZbW8BEoxoO76u13M+7QdeBQQcM56jiwAqm9eXkuP6BIjpmtlAIfYFtzkgQQzjsJzWLvDux3kQpwuifvlbgGYC8XzHMDDEIp5d2yHZoie5gR4HjkUpjrOfqF4Yo4A8UOdt1+fgPHQ9WNgFxL6LoI8Cgs4oI34ULyMqt3hUJB5JGufB4ZkCgogIe4idckdcyG/XQ1PIO+OWz3YgLB66dI854XDfjqvt2qQSOdNHfeexnpG1b58D1AcBAIbJWBKlM2vXBoLFcYhc+T5wXjgyQey7gHCLVNrOefs+6Bf59YE+Yu8VmOrbxF7bk6E8yCJI4+FNMtV+DSkHTRs6lpIHGzgG+kd9O1Kvb2OfeLtNHxB7BDFHOwJv1oaTGMfsit4i6JxLEfl8X/XGg1kZLzAIcECMSxHbSfXLKAgSuU4zBJ7hcT90GTmXV2ycIGDItgixbc1SkNWcxAqwcHA8xBnPkU2H2HP0jFHQF+Ropoh9zB4h9iLvzuM+3LNtc2Kfg/5CQHPZcb9mgpHK6GP7czwRyukGrPoQEfrIqUdE6SCOOv0u2MS5jWehzJiwCQJ7bRhTnEXbGZfQF7GPNzANI/YCh+EIxDMYcuGjTuFMd0Gglm7qyuEPIu/8+k7uvt/afMstt0y/zRTnbyoKmCWyXslfXhCz+K4ZYrthH6qSldAlqzOFQuwLCgpmFSK/+QzHJGBkGO346qFZglGpVtJWFiQYSFH0+D8pGCz32Cbg6qdzvABi7g0wSOgksL1ormgTstg2QBwJD9tKUxkHpqa7Uoba8DAsUjCuQ8/p6NoeeUOugoAFuq4DueAs9N2LtvAwI7kLYu8YCD+yxTFoE2MRPOkUrqGdJtQGgjvK+QdRVETcw7Dt84l4I11mUPJ71p7egqO+a1aF8zsbxJ4TihS6Xg88InIIpJmPSDkJ0AvIv7FtfU7sETMzsK4xEMR+klQcRJRDgQwictN9xWCb2EvrinQOMifQ4X84diK/7bf9SF01e4H06peA1DdOpxm4PPUX4vXCZv9mEkHszSx7sQYSL6KNvHM6tFlkBJhpiBkzJFj/5jIVKVL2CULtHvVf7nQrMQM5KmI/XRhPjm82vAvaN2SG88/BzJf7Uu44BZw5x26/lYz+jgCLlMJ8uQ3n14bjBsamg0LsCwoKCgrmAuMWhlgufkHBpOBgI1nDUm1GgXOaO6ZSIUWVu1JnpT51vfEtML+OMsd7nP1tZ9zEK7QDCC/nQm59DikwHOW+lE2OIjI8anZsOuAoiSxrUxFnDizHp8vRRUg5X9a3Z+A8PyhinzuWtxaxB30tDajdB/MLznLXDOa4oEs5Bxz/2cQd/Gmeoy0oKCgoKCgoKLid4Morr0xvzKsdiPTfWwSng6uuuqpaZpllmqWq2m233dLb69Zbb72mZg5qZyK9CW3nnXdOb1CaLRx77LHpbUne6jYTcLwDDjggvblvlVVWaWrHB6rtzVD2rZ2opnZ2UIh9QUFBQUFBQUFBwSxi2Kt2ZxK3+ffYLyy49NJL0zuQZ9sTKygoKCgoKCgoWLiwIEg9lIj9DOLQQw9NH0GKj08VFBQUFBQUFBQULCgUYl9QUFBQUFBQUFCwCKCk4hQUFBQUFBQUFBQsAijEvqCgoKCgoKCgoGARQCH2BQUFBQUFBQUFBYsACrEvKCgoKCgoKCgoWARQiH1BQUFBQUFBQUHBIoBC7AsKCgoKCgoKCgoWARRiX1BQUFBQUFBQULAIoBD7goKCgoKCgoKCgkUAhdgXFBQUFBQUFBQULAIoxL6goKCgoKCgoKBgEUAh9gUFBQUFBQUFBQWLAAqxLygoKCgoKCi4FfD5z3++Wn/99avDDjusqSkomD8stMT+b3/7W/XTn/60+t3vftfU3II///nP1Uc+8pHqr3/9a1MzPVx11VXNr4KCgoKCgoKCmcHNN99cvfWtb6322Wef6slPfnK16667Vq961auq//znP80WVXX99ddX733ve5ulgoLxcIdBjeb3QoFf/vKX1QknnFAdeOCBidTf5z73qS6//PJq8cUXb7aoqgsvvLB63OMeV6299trVySef3NRW1dVXX50Gzk033VS99KUvbWr7seeee1ZPfepTqyOPPLJabLFuH2jfffetHvSgB1WbbrppU7Po4kc/+lH1sIc9rLr//e/f1EyOrbbaqvrVr35Vvfvd7079Myl+/etfV6ecckq13nrrVQ94wAOq/fbbr1pmmWWqV77ylc0W/XA+SvRJT3pSU3Pr4OKLL65WWmmlZmkOvvnNb1bLLbdc9ac//Sn9X2WVVZo1/TjiiCOqddZZJ20f+M1vflN997vfrV74whfOVV9QUFBQcNvBUUcdVX3729+uPvOZz1R3uctdUkDyWc96VnX3u9+9OvbYY6t///vf1c4771ytscYa6X9BwbhYKCL25557bvWFL3yh2mSTTRIhIuSIz0EHHVQdd9xxidRfcskl1ec+97nqhhtuaPaqqo033rj5NQcGDgKFWF1xxRVNbZU85f/7v/9LhD/Agfjtb3+bznvBBRc0tXPjAx/4QHX66adXL3vZy5qauXHqqacmIrvbbrs1NbMDCuCYY47pPc9pp52WrkNBbK+88spmTVX9/e9/r7bbbrup9XnRXjmuueaa6kUvetE89ZNg2WWXTcRc+772ta+tVlhhhURmu6B9v/71r6fIRgCx33rrrZPTBV/96lerN7zhDdVPfvKTtNwFEZDXvOY1yTH50pe+lOouvfTSNOPz+9//fkoWLrroouSkffazn03Ls4FPfepT1aMf/ejqk5/8ZFMzh4xzVDiR1j/xiU+s3ve+9zVru3H88cen9ttwww2rG2+8samt0j2RZc7vlltumRxSbdQFs176+cwzz6wuu+yydBz752ODE8aJ3muvvar//e9/Te1keOYzn1k94hGPSONpfkDuXN+b3/zmdN2THI/cPvvZz66uvfbapmY0yKX2c74c2oSDq11uDfz3v/9N7eD/bMLx99hjjzTm+qA9//KXvzRL8wfj4IMf/OCMHa8P7out6NJjxsH86LeCgnGx+eabp6AhUg8PfOADE59A5NnFJzzhCUlnFVJfMDFE7G/LqAn7oDbig5qsDM4+++xBTXgGd7jDHQY1SWu2mIN6MKT6H/7wh4Of//zn6ff+++/frJ2Dvvrtt98+1dcEsKmZg7ve9a6DF7/4xYOaWDY1t6AmnINllllmUBu9pmZu1AR6UJOCdNz3vOc9Te3MY9999x085jGPSefxv42PfOQjg9rxGbz1rW8dnHzyyYMHPOABg8c//vGD2nim9bvsskvat6t89KMfTdvk0BePe9zjpvafFLWjlI79ve99b1ATyEGtzAZPf/rTm7Vz45BDDknb7rTTTk3NHNzrXvca1M5K+l0rvsGKK66Yfvfhda973eBRj3rU4POf/3xaJjtve9vbBrVCHdRkelCTzsGTn/zkwf3vf/90vlqppu2mA/Jw9NFHN0vz4rnPfe7gwQ9+8KAmRE3NYPCNb3wjnfftb3/74Oqrrx7c8573HGy66abN2m68//3vT/u8973vbWrmIOp33HHHwSc+8YlB7aik4v7aY6Ymxmlb5UlPetJgtdVWS79je0VbxzYHH3xws+ctqMnYoHYsm6XBoHac51qG+973voOHP/zhadthuPzyywcvfelLB5/+9KfnKuTDtZDduBalJoHNnqPh2u1TOztNzS2ojeugdvCapVvwxz/+Me2zww47NDVzsMkmm6T62glLbViTxGbN5PjWt76Vxpn7qx2g1G/u+d3vfvfgYx/72DxtoTztaU9L568d8uYoc/DPf/4z7V87uU3NIC1///vfb5ZuwVve8pZB7bA0S91405velM5DX8ALXvCCdJ2u13W4vuWXXz6NYeN5XLjOl7zkJVNjOFA78ul8bZmeBCeddFK6Nv3SRu3Up/9//etf03nI2h/+8IfBuuuum2TzH//4x2CppZYa1I532m5BgV6qHYpmacHhoosuan7NHthstpm9nF/ceOON89jb2gmbR68tCDgveZkN4BvG8LnnntvUFBRMholTceSdS324tSCaWhO1qibw1eqrr54i9UsvvXSKXMpHO++886ZScWpiU2277bbNnnMi26Kits0jorXhTttaf+c737mpraq73e1uKcWm/VCLiNKqq65a1QauevnLX97UzgvRp5rUp3SR2kg2tTML0UMzGq5TJLh2Xpo1VYq8iv7WxreqDW+q86COSIFo+BZbbFE95znPqbbZZpvqjne8Y1oPpgGlc2hPbdCG6Kt9pdO0Id1J5K0PNRlIU5BmW6TEiC5HtF3fSpUKiAbqY8eUUmX2RITd/qKotdOVtjdLoz/f8Y53pP42KyHSKgJfO20pQue+yYwZgzXXXLM5w/gQ4dcm1113XbXkkkum/zXxmytavvLKK6cZBtfqvJ7zyFO4tMsjH/nIFCEnZzXpSjJy+OGHV4ceemia4XFssliT+5RKUzs1aar29a9/fXOUOZF20Rzbiuz87Gc/q2rynNZpK1FHfe4Y4FkT66XtxEwHSGWrCXeKyr7zne9Mda6ndg6SvGh7sK9zGvvGWg73QL6l/oh0upaaKKWZscD97ne/FLU3uzYMNcmqHvrQh6bIlTSr2tFI8tuGPl9iiSWapVvg3vuiW6L7NelLkfbnPe95Te3c9XSHNg2I2NdOWGoP48s22sWDbvqP3EXUXPtpx0lBnk3Hj4Ovfe1rSb723nvvqna40tjMU9CkJGo7hWxC7TSmayf7dGKADjzxxBOTTD/jGc9oaufAPdFXZNJMkqiic2kL/W+GL3DAAQckfes4+jhwxhlnTM100JcRBSf/9773vdNvsKyvjd/9998/6Uty0E4jq53eNPM4DGZWYzy6VrJYE/W0DORGRJQeqZ3FapdddkmzgdqTDJsRJuv0OpswLsiBXOkc9Jqxmdd/6EMfmmv8mAHTRuQsZhIXJLTp0UcfXX3nO9+ZJzVwpkCn0Tv6d5xccTO55MBsJJAb49NsNHl0zWCckh19DO5D/wXYLvrG+CLDw0BmyAZZMRZzmekDG8pO/uAHP0h6akGD3mKTnvvc5zY1tz7YGdkTbRsxKRxHJsGKK67Y1Ewf0+GreAO7PRPnD9Ch9By+tUCQ6P0EEO1Y0KiJzVS0qh7wKdoiiluTlME97nGPQW38B/Ugn4osjYrY10YqRZ5E6l/0ohcNauKR6utGn4qYieiKuDtfGxEVbUf424gI1Mc//vGmZnYg8uI87Yh9bUhSvchaoCZoaSbiPve5T4pqmeFoQ2ROqQ1PUzM3RD/t/69//aupuQU//vGP0+xKXxHdc01mQtrruiJ1tdOR+lrkxza1kZhr/5oADGqiMHWM2khPXXftfA1qMpSWRXoe8pCHDGqlM6iVflo/CURWtWOcZ1TZa6+95mk/szgi9jVxGrziFa9I91E7GYPaqUq/yZr1fpPnOJbobQ5Rcds4B5B7bUdubW9dyLG2e+xjH5uiz23of9saR4Hjjz8+zWTkUTAzU9rddbch2qlPRZhE5RyP7OQQsRehHQVRc/uT2+lARM91KO6jNrrpP3knR+pF7J3DmIxto9x0003pOOecc05qO+1rWzJm5qJ24pOsPetZzxrUDvWgJrNpfSzPNmK20sxGF6655ppB7RjNFckXVdT+tWPY1MyJmK+yyiqp37oQkfq2/jSTQ9a0TZTawUwzKcMQ+rJ2IOaJcm600UZJH9cEbUpfdsnqMNBDZkXJrTF+4IEHpv4kDzl+8YtfpOObdfRfO4nQh350P+rz2RsRfbpnGIwL5wvdpK3NvKlX5xzWt+0FPWr27uKLL25qFixcH31TO6zzPWNQOydzyUUUM0Pa5I1vfONc9bvuumuK5Lcj8LUjkLZXjDczrX6Tfdv6/eUvf3lQOwDJnj//+c9P/d7uo+uuu27wjne8Y3DMMcektmcXPvnJTw6OOuqoVB+6NY6v1M76yL4O1A714O53v/ugJqBNzeQw04eHRNFGYBbdspnmmrynuhwi+eyvdlxQMD7jOtmxLpgtM5t45plnNjX9MFvX13a1o5l43aSzPPS36wtdx/4+73nPS7Pyk4BuJJujsPvuu0/Z4FHQZmQst7WziYUiFecpT3lKMg6UQQzCDTbYYC5FMQmxR6ryfaVzqDfw8/o73elOncSeI9FV34apbsfdeuutm5rZQR+xf9WrXpXqc2IPBo363/3ud03NLQjiP2yaHiFccsklO1N1RiFPxZkOpLnYf5JUHNh2220HSyyxREq7GAbKBrFBCmcSHAMGiDMZhFHqTZAoConhP/bYY9OytKk+cAZss/rqq6dlSp7Dor+NA+sQbttZbhP1QBB7qT+M3GabbZaWFQ6vOsTDsrSFLjiPNBsgT7bdY4890nIAsdRP4RgY0139Py6xP++88xKJ7QNC597JqDG/7LLLpvaHr3zlK+kcJ554YnLeTzjhhClCHyBb+oM+sS1ib5k+QGQRY1h77bUT0TdmEPv2cSaBe9Le7h0RURBhJDSOO4rYS4+zfrfddmtq5sD1q4/0OW2HzIW+zPHOd74zGUJ9iUi5pnBaEHv3a9wjH+TN8jBi71zaX//fcMMNgw033DCliAUQeylwMGkqDjLq+vSzvjjiiCOaNfNCn7761a9Ox5dq479Cvu3vPzujTmqc9j/jjDOSbNOH46RFkHv76zdA3DmEp5xySlrOwclA+LvWLUhwooxPeml+8NnPfjaRITaaDBsvirRGbRLpju3SDnoh9hy9IPz5svRFx8qdaLJOBicF4n/QQQcl3YeMTkoiEXv7zg/OP//8pIPck3aKIBtdRSal0bbhujkjXetmG3iMazVO+yAIix/RicPAjrtHgbc2EHKyxF5PAnrf9SHcAc4R/RcQ1Msd9wD7KGWZU4LY04NXXnllcro5mGRV0MDxBYJzGc6dLzou9HdeIt1WGjPdqs5/dsj446zOJG7zxD7HF7/4xdQ4ymGHHdbUzgFBGEXsRRUYkXY9pWb7rhz7NoEXKWDgx/G8gtjfWhH7PgJPGNW3CT+IIjA47nMYRCkjwjAOKGOKbBJijxRwsPLI23SIvUgCJUx5Ikr5oGwXBsjxpxvZ70MQ+CgIN4XguuJ8lHZO7EWZ5XPncilKHBH+iBYg9q5dWyE61kXEXt62iPuwiL1rCwUU+duc3KhjOMlEV05pF7FfaaWVEoGLNjVe1DNGrkkbO157tiiIfRDpvuJ4IjFdM0agvx0H2QtimRN744KOMC5txwnoUvbazHqGTBTYebVFfh2x7L/o53TBwDmX2Q59qIgIIuDhxIwbsW8Te1FjchAOgv0dx/HaME5jvMWskjEHiL2ZsgAHh6OjHbrGs/VmQfNIPQJo+4033jiNr5zYH3fccel8bWKvn8mNZwXItRkVCEfAc0aO/9Of/jQZStv7n8PzENr0hS98YdonCjnK6xH8fDnWj0PskQD7ICyuVXuRxS7QQwz6KBx++OGp/2YTyCU9NOlMyTjguGgTtjvAidWf+XNGAUQ+J+qjiD0ZzbcfBbnxzq1/ETizn6Mg6p+fE7qIvfHl2F16sg/sLF1IZuhjzjfy12WbgfzTN7cG2HztzyntgzG93nrrpXE9Ci972cuSLg4nLgfelRN7fZDPOuZAvD/84Q9PEXu6HcJBoIPgggsuSLZJIEJwKQdiTy9dddVVSS7oXUTe9QVxP+CAA9LxhwXdjFc8jM5QtIN92GD/2aKoM/79V8YJFE+ChYrYa/BoCAWhkfoB4xD7qDcVl5O2MGBtxdZF7EWFbDvOdFMYnnGJPcMUZKqrdD3EC6OIfUQYA32RfFhrrbWmIk7DYJCvvPLKzdIt6ErF8SCo8yk777xz8owZ8T4gYZSXFBL7ICvRBpFeJNpi2QOfsd5v0QzT5wEReErTPltssUVTOy8YT4OO4p9NUA4ihpxM14PIIXCuD0mKiDsnJAgkZQGUDrIgrcU2ObHnGNi2vb9lRLoLXak4prbVmQ4FKQUMp7Sm9kOx0EXsKS4GLor2Z7yMg7y+TZbaEXvt9O1vfzv9DgTh4ox3EXtGFVEP4m9Z24QTmkfsIQi7OhGaHEHsRao8wOu34qFvxstvTpH71kZmPKaLIPYiOwGpMmYmA9ON2LcxjNgHEDJymRP5iNiHXCqW+4h9pJUhZuTc77x4aDQn9tpffZvYR702d0zH4+CGfhW5F/GKcc6J8X+//fZrjjAHHGeyGgY1/rMdZvT8jjQycmfZjM64IGvk3H5K34xmOACjZjw5MMauNjYOJwW7kKMvjZYtcz3tlxRMCsTKMULvi5ZGW3DWoz4eyBcVbYMDYIbRfzqdPtKv9Hik+pGXkD9jW/uMi5iVFDAZF8igfdgj5xSRtqy4trgWRFQdHTUJ2Fv7sZMeRjez1IXQr6NmNGcL7t/1jZJFet11jgrecfC0G+dm/fXXT/re+Iz2xL/0NX2Oyxj3XTKK99kmiD39x9nHbwT96CcOHDuJsEvLagOxJ3eAZ5oNDzvFkSG3bACOwFkXpKI/2JM2ZJfQbcG7IiBN5kT0pday5fgc2TLLNdNYaIg9wyfnPaZRkR0dyhMyxT8JsVc0aAiQ46rjoUVd1LeJvSijiOk4xF5+r+OOQ+wZ9LiOvtIXoRxF7CnIHFEfUczAJCk2jGYXsaeAnU/xFgrnEb2KOsZVpEPEYxR4yvYXpTBYDa5IK+jLsVeClIpgUpohM325gYDYI8OzCUTRvX/1q19Ny2YvRKEYJ4SFHA9LxaGsEMlol3Ei9pZHRewRtpD5MLq5Y2B5koh9VyrOdHLspXu4/gBnnHERcYkodhvOHZF6QPgcM2SdE8NY5PtH5L6P2Cvu0ZuDOLQic0HsI+JneWEj9hGJb4NBiiBKEHt9Y6y15VIE3rYi8BFJD5BpxEwfMqjkkA6gOzjjDHoXsW87fHm9frM9OY1ZsBjfnE86N1I2cwcfzKDS8VJsrEcSgtDHccgXOUPsx03BySFlzbHMfPU9gxUpO8ZLH4JoxLWNoy8DzotEcMzYwFgO+9hG5NrPhP7jZIWuV7xRyvUbd3m9Eno6hyCb+yYzSuTAi9hGnnI+0zdpxN4YnSSXHoIrRGBDJDgCMnnkV9DK9ZGvScDe2k/ZfPPNOwMogKjSfX3jfzYhx9546HqrWBsIK30ouDIujDkykafwOKc2EZHnDCPYXSk+5JpsBLHvKgg5PY9Qd6FN7MPpxK0iUm9sh1xG1L3LSQgiT19zbswCClZEKqJ12kfKkN+TOJnjYqEg9qKbOkZDIfQaQ0cwhgbcpMSeMs8xSSoOqO/y1NqYNBXH6x3DS2wXU5J96CP28eBSOzLfF8mP7dv1XeiL2OdguB0vnx0BU788/z4FFggCi9AG2qk3w1JxRIxET0z1IdS3JrFHLEXk3Q+ZYkjjoZ4+Yn/66acn8q4eIgLn1Xy2GRWxZwT8VrqMaBD7/ME2MqSO7EadY5s27YvYI6AclGHEPs+x70MQ+1C+lhHqeE2mNDHr+15zaX1E6hkFCjhmIMhBLJvZiWlWOgHy6CanPfZTglSJ3OfEHkHwLAb9ZDsKfLrwvAWiYLo4MFPE3ixU7pRZb7u+2SlT19YrdKz+IFvtEk6267SszfrAoEUuvuuM1IZJIvbhnCKL+i9y5hW6K0A+1AWx11/S2l7zmtckmY+AS7ym1AwmQh/jgdxxROXSTgLyTY84BlnoyzMeh9gDMmy7SfOp2SazFsYdp100kxPDCesDcmGcTwfay9hCgHLijoCHA6zt83V0F+eMDOWpHZy1nKizewJpoqRB7PO0mHbqzihIyXKMPqe2C4i9YEGOrlQc/eTYo9JY2+AQ20/Ev53yk4PjaUZ9FBBrAQJ9gicFEF910iwnRcjskUcemfQGvaRf8uPnkGuPKA/LtXedHmY2Tuk0gRNjPwKYnsVxTjZxGPA+8t1OxQEcwHXmDpjrxxcDZIh+kkmgfdhTfDNetBBFKrExxJaeddZZafsuJ859GXP0R6Tg5MVY41iytTOdWx9YKD5Q5XV/9eBNr0LLUSuNqm6gub46m6MekM2vueG1hPMDx/UBoFHoO38fvNLQR4W6Sk0omq3GR2000/+atKT/UCuO9CGuF7zgBfO8MtAr17rq27jmmmvSa8gmvb+A/VxH7dk2NeOhJo/pvHFfw1CT+fRqSx/u8mrCURjnmPML/eBDSbXBTa+drAd1s6ZKrwusyVF6vSX4CFdNhtNyrUxS3bD29gpCY0Gb1sqkqo371CvjarJR1Qp2rk+VQ01s0zV4ZWHIWU0E0jrXGXVeXbj77rtPfUiljZqopWs3HvtQK8+qJpfNUjfar/yrCV9qg1rZp9e7Gf8Pe9jDqs0226zZYm7YvjYCSX5tVzss6dWW6mtFnrZR7/WMtTFJy4G8bd/1rnelV+zFB+5qklYdfPDB6aNQ3/ve99KrEWsyk9bVDlt6/Sp4vaxX32mvSXHxxRdXtUNd1Y5UOpdieX7h9X3GdFwv5PqgDbq2JhrpNaaB2tAl2WoXxwYyou+8KjWHV8zGveg/9+N3TU6SvGjL6YD+1n81yWhqquqQQw6Z5xWVuTzpf+euSVfqX/D6RP1VE9D0ikuyXxO4dN1eTTupfvO6XR/fg9oJSa9cnB/E9bc/tDgK++67b7qfmnhOffyvJmZV7Qil3zONkCeviyW/UWqnP71uFY444oj0GuJ8fe1sJ50xTB5Hoa0zRmF+bf9sIO6fXWYX5xf0pHa97rrr0muPAzXBTXK5/fbbp1fdTgL6Cc9yPPr30ksvbdZ0QzvXRHuq/3PstttuadzRAbVTncYmW+1Vvuw1u+X42kV96O5hGNavrnuFFVZolqp5uJt9vQrY+M2x2GKLJRtSk/S0XDvu6fW1bCPUBD7pkzZq8p4+gOfVy8YhPcmOq68diKlrnS5/GgsNwb/NQtoCT05eK+QR+xy85PDU+iL2EZnn2eWYNGIvh0qUWCSoDzzVyN0XRW1HrWcStXJL55GPmZ9HlK4eFFMPKoq4ijR0TTHzQOWi1Qq3qemHKKXz1Ya1qelGROwdU5RGpIBHLK9Z+5mel5oDUnjigdhAO2KvL0SVTGkFhkXsA6IgjjMsYm8WRxQwrmdBQAQyUnFEPMnfsFScQETsRYy0p+ic/+0SOZ9R8txPeZLkvr2PSKNt4604SuSU5lHRgIh9pPrIyxaFqwlUs3YORA7t3zcNGnCudi6/e40HmkWAxkmByyEKK6IcsiU3W66mGRLPtHTBGBKFdE/OKzolsqyPlPyZEYVckfEofccdBikvZgBEiuM4IpHTjdgb+2bqHCP/QJWok5kBqTDt6KCZOilcxpeIn2OJ2JuW1jfuXX/7bexGCkz8VyLNDETE3UdcB/3iGFIP1ItUaldyrJ9GRezpLjM4jlOT8xSlUy+ybabGb2NYdNjvPBXHLKFzRw68FI+YcXD9AfemTmnPdPZBpN6rM2N2yYyQ/fv04zgRe3rB9RlPfTMroyAq7jxSREZhfiL2bUhViYi8VEjX79hhs734wnV1PQwpejoqFcfsSoxFx50kYk8POMakEXs6JK5JMeNsvOZ18eKBSSL29Bn7JUpsXw9Vd8HYNuM1SiaDC0QuPLtP5uMZo7DdbMa4oI/tI/JNH9HRoxDpbsPeVBUR+fbzdsa/eiXXf12gq92r9BnPTsZ+xqKZOLaJvshni+Tzi8ibaQ1IIWOnvDbX8fAmsmg55I5e999Yx5f8br/EhR5zz2TGTKSUvtBT7kvE32/nl77ot4elR9nGSXGbJ/YeXqLYA33EPkcXsTfYDAwG1FRJjkmJPUWl0+RI90GH54PeNN2oVITpQI6vKSHXrxConBhxMBhEioNCJLRdSo0RNhjGIbYIohxDCrwLSAXDHQ8qKc5r4BlY9nPdFCMCyUEi9O0pZyTBvvEgjHtoT33NFLE3hT6TxF76lWsL5YEoBWGjNBglSot8M07IIkxC7PO32dgPkc/r4uE1CspynuZB6ZuWNm0f21vuIvaK9j+7Iy8V0SMLAc5YW87HJfamLtvv7Id4WFj/52RtXMjpZtwoemQjz8EfhiD27de7xfvrg9C2HdI2EFhK3PR0H+glaRM5Dj300LlehzgusUdCECIylu+PuJNzxF6f2aaPXObEnjNAPvQPh0CKmOV4+9CWW245JUN5yk+OPBUnB2JPl8IoYq8Yo+HcxcOzZEJ/6tfYTul6I41+MN5cp3xm20kHCFx44YXpOSPjQLBhHCBLto/p/iDuztWFeHi2/YxTDtP9tpF2xNbl3yYYB2R35ZVXTsdA7C33kaQILigzgSBYXh8abUh2yQ4Hgp7itHgBQhvSeRB7ecrkKdJZg9jbL+cDnNgFQeyNpZBxxfgxjvI6ut2xxyX2iCKdJhAS6WFS/fowKhWH3pXe6TicZ4h0tSDyzpUvj4N4GBYBJUPs9qh7nITYG3M58AE23Tr30zcOOQSux3YKHsRWGTuRApQ/wJ2XNrE3xtTHA8xsNF1pO0EE68Yh9l6I4To4BIJD3tZjuyiOR1/6LT3QSxw4H3T9TGKheisODCP28TBCFE9dBzS4HOeI/OfIiT3lEXnGShexB9vpkK5XNS3K8NYbhq8rKolwIBXRdiK9FDpi0AWGzbEoZvsFseeYGVQMAIVKoThe10dUEM4uMpijj9hzgChkjkacr/0AICVBgYsqUjIUIgImd9R5KZJ4m43/efRSoSgYzjCyct8NaOQwwKDaH2GJKBuSjZA7l2cvcgSxjxz7AGXoODGjEQ9zjXqLQQ5OYETgZwrjEHtGsU3cGQeEiTFHyuOZgfjY1LAZsxyMEEJoX2XU2xoCXcSeThHx19eIMv0gV19f9SH//kY8bDsdjCL2xlmchzy7vgAiS3Yjgs/ocHaQrS4ynhP7QOhX1wF0qeVx3uqA2JMr/eb8xo0ouuuIMTeK2IdM6j/LMdZCZuTmesAtnhGIHPoczok4Wq/kTikg+bHOtY6Ca9GOuQMVxF5919jT3tYN01uIgWMgDpzntqPPudKGZo/zgFQ8vMrBD4cYubHcF7k3PmwnstgHOoweEkBoB8AC5DIellXyt94gURxD9cPeGe86OZwBQTQ2X8DFGI4ASGDSh2enS+xnOsfe/bAhQcDZU4FE+7dfxRjQ331vJwPj3f70EQhgCtAgmqF3guj3OZ1diJcL0INB2M1GIeR9OfRmzdzPMPQR+3gldoxv0fiu85hld6/ONeyZRw5ABNWUrgCLKH68FjNeHKCQ4Xh4dhxiTx/k38Chu5wzbDEOoV/UxT0Zw+2A5fxioST2CEAXyaPYCQVBRnIicojYEYDcQ8uh42wfRMFxIo1mmMDoEALRF7le1MAgeSikb4qZwmH088j8KETkXlsHsWd8LcfDXkF2kTxEf1TJI3DQR+wNOqSRA0JJ9z08e9FFFyVl7Z4UUc78/7ASchr7M5BtIPaur68g6zn6iL32si2ngOJAWmw3CbGnvLuIvXN63VffQ7TDMIrYm041myQNJJYpQlOoZoecG7Rh/lArBay/+9JzHEe0JRwCRg05IG/2E8nXTm0CaD/1IXdB7BFQszA5kTcmpBsgF6bREdU2zGIg0I41KbEPAud6Ii2hj9jHQ7EIfE7WY18Oak5AkSjbt1MWoYvYm/FRFwGTUcSeIXRu7aJ9bKuIlItQ5oEXGJfY09NmuvSD/mxH9OLh2a7gA4gUx7WYwYm+jLSFIBTkZpjDJspme3IaEXUBJzoljm88mklpwxufOPt9CGJv7LRnMsE4jHPk60XE1SHziJ6UM8sCBPRYF8j5sPWQvz2orUcRfTLgGEhWOF45sYeI5Pe9jxwQ3q6gQkTy27OGt0Viz7EbBvKL1NNHOSL40/dApSCW9WZ8utAm9niMZeMevFAAdyKv7cAonWKs5ql0AbMIjuMh57e+9a3pt0i0Gf4uwo13SUtiV4ehTezxBcEDwT46wP2EzHRF7umFvrbIgUjLHjAmuiAgIpKufSCIvXZis4LYG7P+c7KHPTzbhUjB6QoUu2epjcO45qRY6Ig9DFNAoLHzyDyB6IrUj8Ko8zguEjqJkliYIbqAPIwbKR0XlIxUhHglIlLSjlAh5xSPwjDkRD4vbVIPInrWtaPxAQOeY4cE3hrgULTf1DQMQezbkfwAooZQ2IbT0HYmrG+32ySlHaUYBQYLAcrJZg6KE0kybpFYJFTkte9Vg4x75LwjQPEWBUCiPcPhOEibbRD4iOrKgWSA1eezS64vIjnhEFDs1nkbDnKPQJDRPBIOQfjjWF2pOfrKObqI/yg4vgi8Y7uGPgfJdRkf/mtrjhIjhehHfQ6k1fG63m/eRewDHMacqDPQbXBgYr23VogQdgUE9Ln+1l+Rm94m9tpePZkWSBHpRiry2TEE3zEUxEBdPvsD9BbSZL1zeq2qPlGQMf/NLOh/8hiRfbO9kzjH4wB5RRilmvRBkKorgAUCXPGWrZzYO24ERMCyvu87Dt3A6ezqwxxmahF352tH9p1PHbID0qJsJxUHUaRfPSfDIchTcYz7vjSLHO4ViTaOAQGMwAlHfxSxZ/tj+3DqZpPYI7/DQLfRP8gquwaRcqQYL+65DQEVxNzsZRdiPb3l/kTrHQ/BNp6ll1jueqtYRPKVNu8RdKFvIYi9MeSYXYgUvWHfqoEg9vSQdFsBJdecB2r0Xch5/rabHIi59hyndOkzr9PMX1sZxB7XAY4BvWE79WS4y6Ewm9V1TiWcNgS+a73Slx0yHSyUxL7g1sEoR2dhBYU4U7n10wHj2xXJ74MIGQdm2DMbiAgC1GfQFySkHY2TssZoUKBdEc5xgPB7baTjMOL5MwVdMM1vO0a1KzLLaUcURU39j4/hdQGRRhpEktuOr8gS8mEmZbpwfP0ZRGAUbO/ehm3vOvvWazuOQZ8zpr1EBpHCLtKL3HnYWmS+/bKCNvQ3Yh0R+HYqAxlG7vUXOYqZMo6K/+0ShCEn9sjGG97whnR8jl/clza1rdnA9hS9/GAOBBI36fvsxwFZ4XzmsyiTgFPkukc9uzIM0trMwo6DeJlBEPg+RL5yFFH8nMALDMQ6hL/vddDkxgwwAp1/SZgjbzxqO8cYReylUwocxTmVSYk9IpuTMARaxDav0xeOPYrYd4H9Cfkl130pLkg5h1NfdCFmnVwHAirKH4ReSqv7zgMhgXw/D+DmyFNuOL2usS9dCARCOBNd54GIzBuLzke/Iu99M2xmEzj7fcebX+S8hiPBgZXylZ8PaaeffHiKI+v3JESc7XCvM51L34dC7AsKCgpmEZ55mE6k/vaG2QocMNCi1u0H+TgkIvTDHvCbbSC58f2VSSAtwn7z47ibRTKbM05QwTZmakZF9kF7min0Nrs+h15aLMdxWL69N7lI5+l70N1MFkLd9yaZNibdPoDYS30aBfeNvPWl0swUODXDcu2nC29w8eDo/MxOcepE+Ic9ZxBpZNJjAGm3rJgZcX9dhTNl1i6cRJH0cIbGLeTJuGk7wxwWsyQIe56yY4bXA7oi7XmaEqLvWSspR+NgQRP7O/jTvPmyoKCgoKCgYAGiJhnp2xOT4LrrrkvlgQ98YFMzOX7+85+nd/ff+973bmr64T3m3//+99M3C8bBb37zm2q55ZYb6xsifZhOu8wGLrzwwtTOSy21VFPTjf/85z/p+yQ77bRT7zc/ZgJXXnlltffee6fvS+y8885N7fzhiiuuSN8V2H333afe0z4pfMfgla98ZfWFL3whvRe+DzUpTrLn2pdYYgnB5fRe/Zo4T62vnYv0O4f3yp9wwgnVi1/84rT8v//9r9p2223T70lw0UUXpX6qSXladi21s1Gtssoq6R37K664Yqp3Hdtss036lsoBBxyQ2jvHK17xiup3v/tddeaZZzY1/fDdj9VXX72qnemqdhya2tlDIfYFBQUFBQUFBbdTIPackXGcvD5wgDhyy2cfxVoYwGldqeNjUZyIjWbow5XaBqE/8sgjpxyH2UQh9gUFBQUFBQUFBQWLABZr/hcUFBQUFBQUFBQULMQoxL6goKCgoKCgoKBgEUAh9gUFBQUFBQUFBQWLAAqxLygoKCgoKCgoKFgEUIh9QUFBQUFBQUFBwSKAhZLYe2+od7mOi0m3n194fdIweBfwZpttlt7DOg5s//73vz9tnx87r1/YMKqNRuHXv/519cUvfrFZmhuHH3549Ze//KVZKigoKCgoKCi4fWChI/Zf+9rXqu23375Z6oftfCTBRw2e+9znpo8v+ODAgsAHPvCB9K7SPuL5+c9/vjrppJOGEvIttthian8ffPjmN7+ZPhDy6Ec/unrpS186Vb/ffvtV//3vf9PyKHzqU5+qNt54487z/vKXv6x22WWX6qc//enEThAnZZ999qluvvnmpmY43v72t6f78FGKHM7royaj3h3rQyA+DvHyl7+8+t73vpfqLr300nT+/fffv3r961+fPkAR+NOf/lRdf/31zVJV/fWvf6222mqr6o9//GNTMwcPfehDq8985jPNUlW9853vrB71qEelvpoUZI3sve9976uOPvro1K7eFTwO3vKWt6QPkEQ/eceu6/jnP/+ZlofhH//4RzpXXyGbRx11VLN1P9Zdd900znwEZzpwHW05O//886trr722WZp53HTTTdVll13WLN0CHzvR3z6ak4OOICfjjp+A/fbYY4+J95sufKhnHLgefXxbdGo54vqnoKCgoGCW4T32Cwtqg5o++fvnP/+5qemGz1Tbbt999x3c//73H2yyySbpc8APechDBjW5araaPbi+BzzgAVOfVq4J+eDyyy9v1g7Sp4hf85rXNEuDwZlnnjk49dRTm6U5cA9LLrnkoCbvg7vf/e6DV7/61YOabA1WWGGFwXnnnTeoiezgLne5y+CEE05o9hgO22uLH/7wh03N3PjGN76RPrXss8ff+ta3mtrx8POf/3zwwAc+cPCud72rqRmOt73tbenT1TWxbmrm4Ctf+Uo6/84779zUdENfxieo3/rWtw5qIj+45z3vOXjiE5+Y/ke9z8gr+r127AY33nhj2t+nuLXngx70oMGRRx6Z6uDe9773YLfddmuWBoN3vOMd6Vi/+tWv0qfRa2dr7M/P105Z2rcm9YPa6Um/a2cmfUp9GHwiXn/7dHZN5FOd9qid00FN3NLyMPhsdu30pPNpC5+M9znuBz/4walO0Raj8PznPz/t79P108Hmm28+eMITnpA+4R7lTne6U7oWeNOb3jTYeuutU/985CMfSetrhy+tg9qRneq/cYsxtdRSSyX5yvGHP/wh3fcrX/nKpmYO4tPmtUPZ1IyGT4zrG/uddtppTe28OPDAAwe1k9gszQ3juHaiO++hq6y88sqDl7zkJVPy0Iea0KfrWmWVVZqa8VE7k0lWfve73zU1c/D73/8+Xe8oneBz9D7Z3wXXTRae+tSnpvYbBe1GHoa174IGvfn0pz99UDuHTc0c+IT+G97whnnqCwoKCm4tLDQR+7/97W/Vu9/97vSJ35o0N7Xz4u9//3uKStekIUU+Ra+OOeaY9BliUfRaCadPGM8mXJ/Ir1kC1yHCrs4niX2e+F//+ldVE8SqNhQpklgb1FT/ne98J+1fE8+0vQic6KpItC+WnXXWWdXaa6+dIv6iwLWDUNVkPe3jvkWrHa92LFJdwCeTnUNUvTauTe3ccK2+Grf00ktXz3rWs5ra8fCYxzymOvTQQ6uDDjqoqg1gUzsvInJ++umnVzXxTp8LF2GMSP+XvvSl9F8/g+3z9SD6Kv3oBS94Qfr8dU0KU1TZvUnv0aauo3ZUqve85z1pHzMRG264YfoNvrD32c9+Nn3O2kxIDu3p89HasSaEqc4nqLVfTV7S7xyux1fl+nDf+9433evHP/7xNCtSE9t0T3346Ec/miLdZmPuete7prrtttsu9X1XNLqNVVddNd2/2YbaQUizPDU5nJqd0BbaZhzon5pUNku3II8gi8yTrzZs45xf/vKX0+e09Wke4a6dpakZqdrhqmqHpKqd27QMXeftQ+0QpnatHdNqr732Sm3QhZqQp7aPcsoppyRZ1895/TOe8YzqEY94xDwRfhHnD37wg1P9YOaJnLRLTUrTuJcq156VAjMXxmp7BsZMgPv48Ic/3NTMwY477ljVjlazNBrtthMtz9u2Df2i/dt6Az75yU8muXfNw6AN11hjjdQmbZDjhz3sYdUNN9yQZsVG4fLLL0/XY5bK2OpqY2XJJZdMbdw1EzBsv3bxqffa+U/jM8cPfvCD1O7qzTT5ZD7QPbY39r/+9a8nXdLWI22QmVzGyH+73jgYBbrO+cnugsTBBx+cdMnCiO9+97upn3/xi180NXNmqNdaa61Uf7/73S/ZEjPBw8AOsZMf+tCHUt8H7LfCCitUr33ta5MdpK/z9dPFuDN1XTDWfvaznzVLkyE4Ex4yCcyEt8cQaPdLLrmkWSpYIJjD72/7qInKoCbGKaI5DDvttFOKWnVFpkXFrRNFnQ24NpGmXXfdNS2LdooivvnNb07nFZkXUa0J5WC99dZLv2uFMqjJdIpkxkxETXDT9uMUbeKcD3/4w6fqPvaxj6XjBGpDkKK0tWJqarphluNVr3pVszQ5RMFrIzmoDW1TMzdqsjSonavB4osvnv6b0XC9EaGPaLvIu3syw2C5NpxpPZh9Efm2v6jucsstl2Zm3POLXvSiQW340na1o5RmN4bh+OOPH9TGu1maE7GvHcDUF4rIZ7TpDjvsMNesS0BkXn+63ry4V/u5hqi74x3vmOps/+Mf/7g5wi0wg6ENyEYb22+//aA2HM3ScGgv48CskeiyexHxd24R7cMPP7zZshvasHbW0j1ATSLS9YtO+l2Ts6l7cnwzR4cddljaNiDKSyYDZpacX2QXyGRN9tJvUWHraoOZlidF7cCl/WvD0tTMjYjYGwPRt2Yk1LkOkXzXGuuimMXKUTtnaZ/VVlst3Y/x2y5kSvQ7lq+55ppm71tgdmuDDTZolm7B+973vtQmZoeGQQS8HdVXzFy5PrNhUVc7VOl8ZNvMYRfItf269KLrrJ3TQe3ANTX9MCtEdmuSms4dEfy//e1v6fzGboAc5LNlOT7wgQ+k6zEetF/evoqZHutrhyH109///vdmz1vQtV+7fOITn0jHUVx77YQ2e8+BGTJ6hL6hX2oCmOzKve51r8Fxxx2XZgDNpGifUTCDYwY2rnu//fZLM4dkT53xWRO5Zutu2J7cmuFa0CA77FRNkpuahQdrrrlmshO1s9fUDNJskHZn7w466KD0e6+99mrWduP6669P29F7ucxFPVt/xhlnJFl3zr4xY7aOnYkx2lXMHNOz0+1rdo2dNZs0KUIft2c4R4F+JONtjva4xz0ucYtRem2m8b///W+w4447duqHWwsXXXRR82t2sdAQ+zXWWGOwzjrrNEvdoHSQQYaN4u4isgZcbmBmGtIuFltsscEee+yRBoaBHsSeYoY8FcfAqz3r9LuND37wg2m/KNqAYSEclpEviOWtttoqLec466yzUgoEZTEMn/vc59IxRm03DAyjY5x44olNzdxAWnPirw1sL72FUtB3eZqV1AzrgwQjA5tuumkyqAwtxWX90572tKS4/Q9SRlYYYPWMYRD+HIhDXk8h5ylRkYqD0Ab23HPPpDACkXLzyU9+sqmZA/eDyFMs//nPfxJJ9HuYYZTqw3h2XStlKUVHCktXSg55jxScvCDeSEW7Xmmn2mgzRosith5ht8xBsMxxC6eTTJMVMmcZUcmB2KsPx0ZfWJ6U2H/nO99JaVU5IdOfxlfI0TBib2yF4VacV1tK99DWzv3e9743rUMo+6DfyAejHPfC8XNvebGNdRyrPuTEnoG3H5nVv9okZFg6k2ORsRxB7IPIk1PLH/7wh9NykAb/8/XaLkcQeuTUf+fTPk960pNSul+sd11xTa4v1gfCWCH0xxxzTNK/Um/s+6hHPWrKQaaH3KsxaVnRt20EsZfe4pojhQ6MTyTBcaeTqoNcOOY222yT5FpQ4eyzz27WzguOEWcYwUfIOYD0uraI1EHbBK699tp0TyeddFJTcwsOPvjgtP0znvGMtGwcb7fddoMtt9wyLY8Cx3Sttdbq1A8LAoceemhKX1xQ5GQcaAty3mdzLrnkkhT8Yi+k4f7yl79M+pt+0p/SLB1DvyD27HWfXCHZtiPPMR6UGIdRHzpA6bLJG220USLAr3vd69K4XHvttdO22tayIm1NnbHZhvEgeBj6UKCGUx78AhB7+x911FFNzbzAj+IYijS8+C1IJgCl/aQqRj2bzM5w1ttg84z9q6++uqmZYy9dB31gf0G4/fffv1k7GsZr3taKdNa8ftttt222vgWcLXKx/vrrNzWzj0996lNT10SO2tDeG264YUoBHeXEzy8WCmJv8FHmbfKUQ046Qk2IouTGJ4B4yyWfTay66qqJeDDgrn0YsZcvLke9jcihly9MASFICBclhdA7XpvYt8kVICIMk+MNQxh3kRmRBmTAvpMAEXDPH/3oR5uauYFI5lGAMIxIkwh8O389iH3bkIkOn3zyyclJoKBFkffee+8p5RNFPRIhxz6OQSFQnGaAOBKMZRAHCplRtp5CiBmDIPZIpnvIiX4Qe+dqQ7uHEnOPCFIf4bOeIzBsNokT6FxyoTklOShThsJ67cJIuFbGKhwUMkfpUNiWOQmISBvyoK0P0iWyavniiy+eIvZBXNrLAf1CFuL42tR2kxJ7zpB1ebQ9CFb06TBizxkRUbVe5NV/xJHhet7znpe2CWKfR/RyIATIPAcJEMJnPetZnTNTxqtj5bNMbbSJfRBnY4/cckQsI9CO1Sb2AecnC4wpoxw59vGcSBBqZLsLQdydJ9pWn7geuvOAAw5IUcPTTz89XZfry9cH9IXna2644YY0i4Y0M2DLLLNM0iVkwH7q4f3vf386rvvM9ZLgAjmh61xX6CQRetC2xpRc93FmELqw8cYbJ/khA6OedzH74HyuYVghD+HYxbXTzW29hQxZFxF+MzuCERz/UaBzyCDn6dYCR8TMQtds00zDbE+06bDCbmhTus7MXBtmOulDoD9tZ7bFPgJDdKOxbNkMMmdffXvWG8idc+oL49a4UkK3WWechAPHUUaM2/DMjHMGjBvb505u6FVjog2OvXUcZXbKbyV/3m4cYk+WyK6AoW1DT+aFA8J+tuu7nqdD7Dmt+AxeQ0fQAXgL3aJt7Wv8jQsEXXvHeem2f/3rX6me3nv5y18+z5jguJFR+q/LAZktcICcV7/0EXd9TWa7ZuVnEgsFsb/gggtSp/YZqIBBbLthHiGDa5s8VYcAhmGbbhGRzWcIePdhkILY9xUKJYf7VYdwEEwDgRFA3gxCy1J4EH8DOCKSBL4NER6EZhTy7QxOaRjOM6khobBWWmmlZmlutIm9qGm0AWGnOHNPt4/YM3CUhOg+54ByDjJPRizHPqLQIuGBIPYKByuIvf3iWtwD4tcVAXfe3AEJYm+gimghz65PvyAFZhjg2GOPTdt1ySbHDBGXDhD30S72D0IeRWoO0hVAVER6yIW2VqxHHDg++b7ur+9BxiD2oi0QxJ4sTkrsXTtCMF1in28XWHbZZRNBC/QRe9E5Rgn5jfUie/rJMkNEHtrE/pBDDplr5gbJcI0BxpATmBOMKBGtQ3D70Cb2Ujza/a288Y1vTMdCwPuAbN/5zndOMp8T+/PPPz9di3bvQxB7KUAB1+X6pLJwinP5glifI9IaGHtjh5OK2GsnCGIfKYrISpfsBbF3DsfjlFp2P+RAnegmo56jK4JMPgRYOK/GBKc86skLhN4U7BGI6Zo90A7uw3aKMcrBo4tjVioeOObg5MttCOy4JtvQtbYf56Fb4+c5z3lOivQOg2ty7FEvH5gfCKjQL+Tztg7tbWYHyWRXjAc2Jh6a59iTL8t0pRkvy4qAXI5wBsKms2OW82Ic4gKhA7rkCRB7Y0hbascg4RyBGPthG4cRe5wAOCEIeD6mxiH2AfbPdeMdAiEcd9B+joG/DAP9Yf8g7nkx9qTCRAQ9lidFBK3YcjyLvmMzu0D/CAS3+3C2YZy6xrZ+bIPjYzupgLOFhep1lx6KHQejXpc4G6iVx9Tr/f7xj3+kV0vGQ2w1+alq7zI9EFkTqqomCql4XSPUBjH9D3hAz8NKtUFLD4fWAywdqzZgqQ1qMpoeDL3jHe+Y6jw06viLL754c4TJUBui9PBWbRiqesBUNXGausYnPvGJzVYzg29961vp4VT3V5PiVFcbyHQuDzeuv/766VpGwT61wU0PInvY0Gsla4WcHpi2XCvHZsu5Hyb0UKQH7hQPC3vYr/aw0ytRPfSkH70HvyZM6YHkaIe8vOpVr2qONjc84ForlfSgnQd/vaayJo7poTgyUBuPqnY0mq3nwAOa7kW/1gY53YMHgWuSmB6othzFQ1quP+TGMeN7AB5ytI9r8KCk66yVR3poWL2HaZ1bvQdMPeynrRTHHQYylqNWmlWtVJulfngIy7kV7QyueUGhdkjSQ53xMDZo69oApoc5a+evetvb3tasqaoTTjghjQUPq2oX4w6e9KQnVTWhS78D9q+J91RxXzXhq2qy0GwxPjzolvdzlFyG++Bh8fve977N0i2ojX26bnIOxpsyDjzU+5KXvCRdl9+jsOaaa049hEienTeHMapdQ47a8hTw2lzXS74cUz885jGPSW1Bb9z1rndND456eUDcT+2UJfnS9m3oZw/a1452eoFBvG7W+T3k6HWu5PjSSy9N5yAvOYyLmvQlOfDSAqgJVHowmo3xUDjkMl0Tl6kXGrRRE+I0foHsuSdyNAr0SU0Chz5QTt/stNNO6beHJtsPfg8D/aQtf/zjH8+17BrbWG211VI/01G3dWy66aZJ/7KvNalMD4mTk5C/VVZZJcmbPgPbh21giwL2iwfa8++veHkFfeplEGB/uiC2HcZD6MbaWUvXFbqxJvFJltmXGLczBbJv7NRkt6m5BV7NTP6NiT4cc8wxqZ084N+GMeK+11hjjST7XgKC54Bxs9RSS6X9PWju5Sce0idf+Ma4YEvhtNNOq3bYYYf08pGul0B4ZTadrm/zPlwQCLkaxVPptA022CA9hD1raAj+bRoRsefhDkPkdfJA+yA6w9ObrddeimqKprsOHi9E6o2IiumjiG6K3kitaU/FigLzgD0L4DjtEpF5aQqmfk398LS7ME7Evh7U6biiUaJIoyJDwzAqYm9a1PkUERPnjRxXkS6Rh9h/WMS+JgHpt9QV20ReJC9Y9D8gYq/PuyCykqc5iAKIKkQKg+iCfgi58rrVNiJiH6k4lvUxSPexzuwQmRN1yCGSKTrZTtuQA24/UfZARIz6ng+R3mB95LT3FTn3rsXveJg3IvOBdsReJNbypBF7shQQmRQti5myrog9eW5jfiL25Mp1xcOz1kvhMObMqJFVsu6/9R6KFeE3ZZ9H6NvII7gKeYn2FSHUB8P2b0fs9UcXRMIcvx2xJxdSWfJr0N4ibXldpPh4QDDqpCwGImJfG+WpSCF9oc64MbtijOSzTF0R+0D+gLeIPb1kf/+jfSKaKR2yHXkP0ItmlAJScMhgRAQjpcqsYszStvUf+SAnQO+aPSMn6m1Ph9g3IO3HzEkO8mi8aKd8vfq4DvWRY0/e9cMwkEf7jpuCA/HsUtcsR0CUMlIpzHy1H2DsAx0UD9bTzaLb2sZy3zHIuH1u69AvUlUiIk+e2eZoJ+PW+NAXliP1i5zmUWWzb+ySGVMzRhARe+OknWMfx+tKwwERezon0JWKE8/XjRuxt2xmkgzGrFAUaWHuyQx8rjfBGDSOZAIYJ3nEnnzSlRGxDz3r5RZdKS6RihMyruTXI1XadURqD5s1LsxA4lH2o0/MxnaB/DpPrucWFKQuur5RmSXguUHbmj2eDSwUEftaoacoQe4ttyHq4hVn6623Xopk90FULo430xCpd/5dd901eawiwjlqo5Zer8dDV0RWeJft7WrFkDxg9wRenel1XJBH5kUEbCOi0BcdCE93GKJdf/CDH6QPGIkknXvuualuplEbhamoiNcTQkSi6gGfIhbjXHMbtUJN0aQ8OjsuRMRqYp5+iyrUCipFYkTB9QPvf1zk0bvoE7MQImrtPhL98zrIWpk2NXMQnv+47SCyJkqy3HLLpev22jWRQdfeLiKUzuu1miK9PrRk+y70ydSkeNOb3pRmEcyCRHSsC32RXPcnwiNyKvIrAjwOyJKZmBwidmZobrrppuqMM85I9xjyr+2MW7Nt7Qh9jrxdaiKc9hO99bE0r0c04zZsf8j7VpSJ7LaLKFoXNt988yRnzhtFZD2Prntlp0iiPq8N89R2IvxtmBlwLkX7es3p8ccfn2YfjCuzF33XkoNuzaNVjqPOuNY+Cv0Hom41gUi/28iPASKgZgQgZgeArjJ7Ce19ctC7ouxm4Mgh6J+ImInMtyPcP/rRj5K8aTP7Wx99ZhZApF2E33n1hZkykchhY8Z59t133/Tb8WuHIf0ehWF2L2A2zoxgTc7T63VrQtWsGY7PfvazSSeIHovYiySKcLtv+qQL2sGrbLsi+rclkI+I0BszZN8scVfUGegF4yXXUSLrXhEs4tyeXRGx9yHB173udWmZPbN/TfTT8jCQlWuuuaZZmhfj9Hlb1shljHOcAfAGy8ae//RoDjNeZrS0CTkfBhkE+AreEnLcRnudfX7YvALbTLPriBmKYWO2DR8bxR3A7Bse1AX6Bp+KGYNh8BrO2kFLszoButjMRtdrO0chbD8+Q/eyBSEbbYjar7DCCr02b36xUBD7Bz7wgUlhDTMuhCcIbu0JNbVzw2DSiYzebMDAOPPMM9OUce3pputgTG6++eapcxJqnUn4aw97avo0B0Vbe7lpX6BI7bPEEkskxUQBQUzBOy/B74JUDO+QRdr7oF05O1JwCCSD9vvf/773feB9MBiQG2RgHHQZQYpnOl8IPuigg5LS6JKRYXLDSWLUtFF7kDFsSHBAf7WhvSicmKrP3z386Ec/OvWdOukJBjqY6h5mFENBdJ2P4WiDQUbqGDLXy4nQhlIpciAWl112Wfrv3rxjXYqOfs8R7dWV4jEdUODSKpAPTlQgruevf/1rWu66X7j++uvTNRlDlPq4xL6Nk046KaUhmcZFrBBXxtg1GY/agRM2LDAAeUqEtuaII+LGoTSzYVOsjDmnIu4V+fWb7EoDQ7IZrVgm1whbDiloxmYU0+ucprgu7WSZnsi3UxjxNqQDIEAKJ9Z+sZ11oL36cMEFFyRnmP6N7cF1IPLGmFQSMs/wP/axjx1KfvS1VDFk7AlPeEJ65z8H1PF914Pz7Rj6iuyQedt1gXwhOdIgERvkTLoA2SPfxgz93CY1yJ06+ln/CHToE4TB+aTNaU/T/c7hfhCKvlQs944022fFFVdMdcP00qRABLUFh74dKBoFXy8PO4R8Scd0nX3H0R7kPh/Lt0XoV06hPkdItRHdilSBviLzdAr9TUYsf+ITn0jpIyDgI/CC7LVhHOvDww47LC371oPlSGkJvdYFATmOBr0RDqO0W2NdHfkfBWM8B/3FjuMdIWMcPLwB2CPrA9IU2VuBiLyeToLBYJA4iGNJE9LnHBnOQL49SHsjR3Q1hzXIe475sSfGmPMPg+vN7e8wkHc6BB/M70XAN/Tzec13K8YB+4sz0Rv6QTDkb3/7W3Xcccd1pj9xCpV2H84YUtx+IYB3wHsgQlpOF0y5mTaqO6qpmReRIlMLSFMzO4jUGzCFbDo3pp1NIdUKM12HJ7rb0+w5pBBIObGtYgo8397DNrHOlH5t+Jo1c0O7daU5QK1g0sNQ8f76mIqvB2Hve6b74AE0+/ZNGZsO7Xp4tm9KXruZ2s5fLwmmitupOKYxa6Wa0j3aqThkowu14U73Ga/D1IaOVXvZaUrVlKM0AO2j3oN0bXioLVJvIF82zW3a1b7xEC1IDRr2gHetaNJUd96fkYpjyn0UPDxnWylEpj6jxGss+x7qCtQOV7qPOP90U3G8EUGf1KR5anpf+pUUNSk2NUFKKRmR2jLuw7P6JH8lXV8qTiBScYyD/KFYkG7k7Uf61oNx2j1S3bpQG/40FWzbmrhOvSe6dmhTvWsdpoOkc7mWeEe+tBr6oDaw6WFw6+gpaWnGbDxs3AfbkTfyGilN3mZlmb7Q/n2gS2zf9fBsDuvjLTTWt18vF+kwkaZAToyteFjWev3swTfb+Zp2Fzyo79pDP2655ZZJP/mGhGVT/R6CtD5kuHYap1JucqjXH1JwpCDUBD6laKonL/rb9TpupGC0U3HYGmkw5FSqglSl/2/vTsB2q8Y3gL8yZUqmZEoRCRnipAwVKmMiIUMllDFDZEiTECIRChWpqEwhQ0ppUCrJnCFCVEocQxlS//e/f+vs57TOOnu/w3e+7+gc676u/b3fXntew7Pu517PXjumvYyXcUG4gePVhz6Y9jC2h510L5NgklCcmJOfnZgJ4nh1bxyEKC4LoTjqqmfSvtlUoTJC8Nh66WyR9pG/PMtOaztdaAj4IqE4bKo60ZCzdD59qPP536JNd0GfYCaqCNWN0Ef9eYTvCFnUzrpCXiIUJ+yl+7XeOC5pHSZ5eVbfGCErJhDwPDiU9uT/xrlL59BH+tVPlmBD1AXH2UefyX5qp9YPP/zwFNLjf+0Ypq2rMcuNYyxCorqgv9L3920PxEQZbJLZa4TPet4IfTX7ou1evJ8UphV3jD5GqFGcKy+TEvJKW5oLLDPEHhBhBVcSPURdZWR0+6CB6BDmKqYpYGomscuIvbgwpOVTn/pUur4Kbd3cxchJTM/ZeLfJQJguKYcGEsSeUTENl/hdhFG6DkYnGQRfXKpY5hLHth8HQgJK6DgZIzNq5Ov59I3e4o5ZepCILsdITCKHxkwTfWA83YcKrSF5HutB7Bm6uH/n00jyONhASew1ZOTDfXcRe7HuJZxfh83gn9t+SEcjcz/yN0fEypfEHoGL5/FsEfsr5tL511tvvXT+INRR95CErvdFGEAxyp5HDF6OIE/TEHskVr2KBRn2HoWZgPogzhIpQ6IC8nSrrbZK/weRZ/ycM+JLc2LvOSLO1ILQ2I5AIVpIYk7YGVDnj44uh/rQlZ5jUmIfHUvge9/73iLpyJp15L0L8kTecEgBmbc+b968FPM+LrYetHUOF4RTqj44Lif2cNppp6Xzaytd06myNa7LnkA+Kw5It+545cYe5ZiU2AfUf2WW7x8QUx9EPmZ9iLoaRF9axOCXCMKube+4446J7JjOkwPlfpSJdolEc/iD5CLHYohLSNcm2YTvfOc7qa2qr4iZ+gLsK3LnviwlsQeOlW2cEs64/0viJ9ZZej6ffQ4ET0w1Qgnyw/4I0ySQ79oNB7sP3r0RG/39738/2Zsu/LRn/nn9gjx1T0iaumiWr9IOgjQ2pM8BsJ2dk0eW448/vt2y9KG+K3/tJEcQe8+ByPu1jqzb39I1o4o+WFtSjzjdiDwiLs85mkQ7xzqXPlm/UX7krgtdMfbAPnQdr7zsHwTc/evLcsdvmllxAoixPpDdCYRTyZ4TV0sEsSdWaav4jXLPnSrfDvK/emlbrMd2dm8U1G33FfYKb4h3tUoQ5UYRe1wDh3EehB44fNaDyLNv+fok4BQ6hn1E7N0zB2wUKrFvwRDzsqJj0Rl4CTZerh1FelQ0imyfOjxbYLRVLA1Bh8RAIgLWkbx8WkzkKNRKS/5CDYLNkZFu+j33HS/UIJBIRMwlnTsAPGeORA7EiNEqO6RJweAwVM5Daeiap15niaxF59UFHa19wjGLeeyjTBBPDgRj5YUe23JlNpATe512/rwItXrB8DKyjHEXsQ+vPUgQMArSnJvR1pE7R7yoWBJ7pBYx8Dw6sFD25QUyq9FSc3LC7tk4fl3EnnF0fDgAHEEGQrq8s/R1zjmC2LtmdLCx6ATkLSircj589YRaT1V0r3G/QexzJ9L5ghjlxD46Hp2NMg7ln0OIYClv5Vwq8dNAJxadsHtxvXHEPt/ueGRGZ4RAAkWXE4NgBnkH92sUAwHPFX8dMnvk3BY2ZhSxj/2RIp0n+0DJjeuXxB7UE4QNMc7nRvbc0tiEOL4k9tJtd7x0z5WP3EVHyS5GXurk+oi9Z7d/SeyDuAex1360GU4iIBlB7Ikv4UiXQMTYPZCPRkN0kvGiXCj3HDJg93SOQdRzIPa5ku/jMeqj4/P9tWlEzX11EXvb1YVQ5S35KIr2Y2RKun1yYYW9JIawC8ohgOjb34iCtjrKZgaoymxZF5BpfYtyNlIWo0gB9ieIfz7aQmXUvrUD0+myDWwMotZHatRHzyPPuqBPI2jYjnwpn9LGzBXG2UY2Xx0PB56TDUYUOefjBAT5r21EXbaoU+y633AQ8qUk3Eakwq7GIo/sG0Q9FsJdeTzEy7KeJdbZ4hwzIfZABNR2gcOCT7g/bXwc2FL7Kvt8iZFwC9tUbteO+6DM9KOujzfFufq+EzKO2HPy4l4i+iOIfYgnJdEfB/fFWdGe2eh4iZY966uTRFz1pRL7FjxkRorhpngLs9BZ6lRLJT8go0dtn23wbBF6KqtfhrIMAQiEl59vR54YERVL5xtAOjT4vqFshDDfvwSymncwkyKIPXA+SmKvo2IARjVQMOtM7p1Tbru8daMdGsYbez7mhNh3Kfk5DDEiBc7jy3wlEEwkJ7+++9NBBqGPxRCk8+TEHpFnxPLRC8RRWZvlBMkpZ2fygR4dp3PloTlInuM4bKVzitwj1o4xytMFxiQn79FR9BF79xD7Ifmhqhmm5jCGwmXUQGiWuhidM+KgY499GEMdQamKmUmir6NE2tzfkhJ792uGDueiaAaRLIHI2Uf5qHM6cuulgg/OG2UUyj3nUoesflPylJf8M0Klk0fOEUPHWJCEPM9D+dRuOU0+sOa4GKoPhZPT7PhSDUWm7K+c3b9RKPZPp5ijJPYB+9k/J/UwCbGnasVzsD32L9sscUW6Os+OKQt553509jo8ajPnL0iRNmXEI4h8DvnMkYz8Vw+RZvdlbvsgBDGkXxJ7Dg1lXluOfS3an/2JK3k6IcD5u4g9IOu256E9nAuignQziQSB176iXNX/3I6EI52nWcrRuS5oX+xeX2gWW6l8/JZKexB/z24J54NddEzYHGTJenxIrAQHnZ3Sl/aBGJWHopXrk8CIT14+kyzxrRh9nHyX1+y5eht1jpggTRlY7yL2jgvHsQQ7GKE4oJ6ZSUieEZRAnXbuUlwbBY6uY7pGUruIofvDKyI8rgszJfYQ9kyd4VhMMuoAIWjlIIqw0Ub01CujleN4QoC95HRG3kKIb4h0F5BpdrmP+AexJ9KA+6Pgx3qESooWKEdt2Dn1KR/NBu3CMWE3PaN1fQbb2gVt3j6Er7nAMkfsQcVQIAy7jKZ6WO8DIjFq+/UNGm7X/U6i1o4Cw5UrSpMiQnHE9Im7K0NxVPSZnLcP7pOx7nPE5M8kKtfnPve51FAndejszyCWOP/88xOhyM/DISudKMqY+x7lXDmOw6ZDB50qI+X8fcfZ1/ZQvksEsedQ5p1duSCo9guFJ36D2BsqLUkBspzfF3J2RPHuRZ9S3geGGgGKPFgSxDD4KPIQxJ4qqZNBNuVHKN0ljJDJlyBc2iJiqgNHEoK4G40J46+T5Wi4Tiw6B20mrkOdoRIh6nmnwQEUKkNR5eyUz2J77G+UrnSiAn3Evg/KlVOW3wtHLR/m5swqJ/fl3MJkSodVnbE91EzxpTo1H7hC4PPzuRZxwLl0wMhVn21m553HOcXIcyjcj/KLPLaUH9FjGxButko5jVtCSOgi9uo7Qqe+cgAQN2QH4UC0Tdmn3UOuxEd41GxCPRd2NIntK3HhhRcmUq4Oxv1OC+VItBjVDxnNibht9URbmZbYa69d5TTpgoDJIyKEOqgstHf9CtimnCLGXt9mXVka/RPqwTaWKIk9xLtPIbbNhNj3heIEZtLvLymxd6wF6e0KwekCZzwn9vpLwithSt0Jh4qoFaNwfVCPONBsqDAXoN7H6Jh0URBdIPz2OZ/aARHS8d6vsp/zac/qQoQJxTVz6Ldt8zzxLgQQP6RHmw9irx6xGV3ggPeFzM0GlkliX/HfAfJRUbGsgsI6KlSmDxQ1Rn+arzBT/qfZH1xnJvcX4OBR5sfFds4ElOJxJME7FJxEv/ILYemD840TY4wWcai69hMew9ESYjMbMGqSj5r6CjEVj9LoBcAA4mZUS7r6VAJ5yfefTSCmHCUvFU8LzhcnblS46igglxTccccTfTgfRqaQJE7Y9Q0lse9aCEIlEHshUTk4m0bgKK+ciojfLom9a+YiS74ECTcqXm5D9jmKk6rmgWmIvVAS1zIi7BghQRxukQ6eWZoFYfaMlPec2BIDpKsfQewJfUYVEOhw9MB7Awi72HrC7KiXS2cK4of77YuSIHx4LhEfRkmMDMZzEii6yh4InOFYKPOA/FNnIlyJ7cjXSxBUnENezBVu4M+C+XEqKioqKioqGiKcpvB7wAMWfGsjYNq9FVdcMU3B/N9AQxDTlI2m41tjwrnqwRSsphuc6RdNTTdqGsRJjr/sssvS1IQ3vOENp/oGyNLCv//97/QdhVe+8pVpCshJsc4666SpLOfNm9emXIfG+UzTZTYEN00V6rsit2mnzATbTa36l7/8pU2ZDo3DkL5PMCnOOOOMNIWn6RRNFd6Fhqimed99S+XSSy9N08c6pnHIFn5ZvHHO0/eBPLcplOfPn5/KVX1oHIG0j2NNa3vBBRekqZ+f8IQnpOkxG8cpfdNnrXbqzUBDaNNXpuGFL3zhYnPrLylQWtNZNs5VmtKzC57rF7/4xcIv61tvnJVB4/ymqcr78J73vCd958Ezj9pvFOTLyiuvnL4h0Tg5bersohL7ioqKioqKioolhLny79POS399B6LO0XjGM56x2Hcc+sBpu+lNb7rY/tJ9d+MPf/hD2u4bNZyRPtifk7zBBhu0KbOPvfbaK31I7ZD2Y11LCh+v8kE8zsrm2fc6poHvpZxzzjnpg2dziUrsKyoqKioqKioqlhugtlT5csRgpvjjH/+48INdM4H7OeCAA9JHJudKqQ9UYl9RUVFRUVFRUVGxHGCF9reioqKioqKioqKiYhlGJfYVFRUVFRUVFRUVywEqsa+oqKioqKioqKhYDlCJfUVFRUVFRUVFRcVygErsKyoqKioqKioqKpYDVGJfUVFRUVFRUVFRsRygEvuKioqKioqKioqK5QCV2FdUVFRUVFRUVFQsB6jEvqKioqKioqKiomI5QCX2FRUVFRUVFRUVFcsBKrGvqKioqKioqKioWA5QiX1FRUXFcoZf/epXg2uuuaZdq6ioqKj4X0El9hUVFRXLEXbeeefBQx/60MGGG244uOiii9rUioqKior/BVRiX1FRUbEcgEL/kpe8ZPDXv/51cNxxxw3WXnvtweqrrz448MAD2z0GadtTnvKUSvgrKioqllMsF8T+zDPPHFx++eXt2vSYP3/+Eh1fUVFR8d/GFVdckX4/8pGPDB75yEem3x133HHwmte8ZrDbbrsNTjjhhKTkP/7xjx+sttpqad+KioqKiuULyxSx/93vfjc477zzBltvvfVghRVWGJx88skp/TGPecxg1VVXHfznP/9J6+MQHWBgr732SsfvueeebcrSwac//emksF166aVtymBw9tlnD1ZZZZXBfvvtN3jgAx+YfofDYbt1yfD73/9+cOWVV7Zri+PnP/95ytevf/3rydk5//zzU/pll1022GijjQZHH310Wq9YgIsvvnjw97//vV27DldffXVneh9+8IMfTLX/0obnufDCC9u1JYd2Opvnq1gANuzDH/7w4EY3ulFa92v9gx/84OCYY44ZbL/99oPXv/71g5e97GVpe0VFRUXF8odlgtgfeuihgyc96UlJbbJ84xvfSEoUEvrlL385EQUdVnRoo3DBBRcMHvawhyVSXcLQ9dLExz72scFHP/rRwbXXXtumDAa//OUvk+Pxhz/8IXXAu+yyy+Coo45qty6Or33ta4N58+aNXbbddtuUd89+9rMXu94TnvCEwTe/+c02ZQH233//tP/3vve9NHx/+umnd+bZKDju4IMPnvolPo4F521SR202cOKJJw5e8YpXLOJkjYPykUdXXXVVm7IABxxwQEo/99xz25TR4Ji+6U1vatf6cfjhhw9OOumkdm328J3vfCe1qT5woD3PYYcd1qZ049hjj23/uw477bTT4A1veEO7tgDSnE/9WBrYbLPNUlsr8bjHPW6w++67D/71r3+1KYvj1FNPHWy88capfuSggrNLQBmP/5cE//jHP5J4MdvYYYcdUl20+L+ioqKiYjnG8HqOn//858OG/KalIe7DRzziEcP/+7//a7cOhy94wQuGd73rXYeXXXZZm7IAX/rSl4YNEW3XFsVnPvOZ4Q1ucIPhnnvumdZf+cpXpvV///vfaX228La3vW24xRZbDC+55JI25TqcddZZ6XkOOeSQYdOZD3/961+n9A033HB45zvfedgQ++H8+fOH97rXvYaf/OQnh40DMzzmmGPSPn346U9/2v63AH/5y1+GX/ziF4cPeMAD0vPd7W53GzaEatgQmXaPBdhnn33S9vPOOy/9XnjhhekeGuI6bIjusCHnKb0hBu0Rk+F973vf8B73uEc69na3u91wt912S+nbbbddSnv0ox+9WN6cc8456T678myusf322w/XXHPN4T//+c82ZTRuc5vbDBunaHj11Ve3KQugTt72trcdNoS5TVkc6mDjYKYys+8HP/jB4e9///vh97///eHznve8lLbqqqumfMoX6X/729/as8wO/v73vw/vd7/7DTfZZJPOczfOY7r2t771rTalG42zPWwc8OFvfvObNmWY6vWtbnWrhWXfOIrDW9/61sOGaKf1pYE73vGOwwc/+MGLlav8jXRtRV0vof3c5CY3Se00cPHFF6f8eM5znpPW73SnOw0f9KAHDRtiPmwcpOHZZ5+d0nP84Ac/GN785jdP9eXFL35x53KLW9xiuPrqqw8bh6c9anE0jvist43GgU42QB5cH6Ac5vpejj/++OG66647bBy2NmXp4corr0zl/YUvfCGt//GPf0y/V111VUof184qKioqRuF6T+xzbL311ok0BXRyt7zlLVOHibDmS6R3kWEd+QMf+MBEeGHTTTdNHfWkxP6FL3zhYtfrWlZYYYV03o033rg98jrsuuuuwyc/+cnJyD/ucY9LxFfnigTd7GY3W3gO6zqgSD/qqKPaM4wGx4Yz9PCHPzwt7373uxdzfgI/+9nP0n1yIPw+/elPH+68887D1772tcOTTz55+MQnPjERkmuvvbY9Yjjcf//9F5K1UXC/zvnc5z63TVlA7F/zmtcscj7QmXPcDj/88DZl6YLDM2/evOEb3vCGNqUfv/rVrxKhk3clEH51NYAsI4M5EHsOjG3Iuvy4+93vnvKZc8O5euMb35jy7pvf/Obwu9/9blqkzwU+/OEPp2shOq6v7oQD+N73vjdt+9Of/pTWOQL59oDtnkkegnK0n3V12P/agrru/x122CHV8W9/+9tp/9lCXNeind34xjdOBD7SutI5mfe+972HJ5xwQnuWBUDsV1tttfS/PHK/4Sjf5S53SevOs/LKK6f//XIESnKmPTpmo402WliW5XKHO9xhJLFHAJ3/LW95S5uyKDyHe4jl8Y9/fEpXtyLNPiU4dJyy0kGdC1x00UUpD9yL/OzCZz/72VQebOMk2GqrrRZxJksQSJ72tKct4mgj9spD3kwC9SLqzrhFHf/Qhz7UHrkAnHblwdHVTlz7iCOOGH784x9P7f6kk04a/vnPf07pj3zkI9uj5hZEBM8/20LBKLCDhx12WLs2GeTTU57ylMXahfqhHpVttgSHyX5f//rX25SZgeO++eabJ1FutkBMIyjhMoFrrrkm9R8ElYqKmeB6T+yvuOKKhR2fDnSttdYaPuMZz0gG8L73ve/w9re//fBHP/rR8BOf+ERStzV2Crx0v0FmGdO8E0XsX//616f/dcTOi9Dk+1DhpHcpeUuCH/7wh4kU6uwRX8o9g/GKV7wiPddLXvKStJ+OwDqjj9x1wYiGEYz4hSDqCIh7R8BiRKBEkKs11lgjHWPJHYtQ3OWDdQ5Gvs4wjcNKK62UjlGW22yzTbpmFxB+KjYFsQ86P2WDXM4FEHZKbp9qZhSI4ozU+aWwqSf3vOc9k8Noe+Qjg237TW9607RdxxBA7I0OQBD7IAZHH330wvNyOj3v3nvvndTw2e6EL7jggjQ6BNoQksRhc/9GwpSxumo9J7LW1ZkS6rB2pb7F82y77bZp/6c+9anD+9///ik/1APnQfip+LOJLmK/2WabLUzL00vCX5IESj2RwOiT0TTlS5X3PEbjHKMeKKs4R1ebCGIfDkDXwg45Zx8o9c7RR+zh9NNPT+exX9gt9sZ1bcuhnbE1IXAsLfz4xz9O97fHHnu0KYtDvj/mMY+ZSLlHjEP97gMhgl0LhV75u4djjz02rY/DOGL/nve8Z7jeeuulc2ovyrPsN6IdhIBy6qmnJvsqncP+zne+M9WlaUdkEGVOqXNaiCPAXlhfZ511Up3NkY8ULm2wD2zJ+eef36aMhmd71KMetRixl+eeb999921TuqFft582CPvtt1+6PhtbLmyy9uOYEiFwcPZBPc75Qr4Q0gg8Rl9DAGEX2L+DDjoorQfUxRilj3X9bCX2FTPFMkHsX/rSlyYVRKOyIIah/EUDREpso/4JsSmHw6V3NWTLDW94w0RUy3SE2zlne7iWAui8FDq/lHvkRuO2/v73vz/th+xZRxgZJQ5MjghzeOxjH5sUDb8cgCD2yAggUfLKrw5n9913T+kBnSdV3zEWHSDygBDYV9pHPvKRtK97s37aaael9UkQHR5HjPNFvSpBsVhxxRWTWjcKSK9znXLKKW3K7GP99dcfPvvZz27XFkUQd2pjGHHPF8Se0oJE5kaeYzOO2HPeAqHUc3KiLiLZ0j7wgQ+0e80OXvWqVw3XXnvtVMcjJCdCshANCBIUoxPqLQJf1scSlGCK5G9/+9t0PDKBBFGlDzzwwESsjQ7NNYTiUGhLcOAouV2QL9oKouXeY1F/Q7E3suN51Bftx/55yE6OIPYEBcdsueWWqVyDGL75zW8eS+y1UyR2FLEHpMW1jLbJe9f0fwllYD9hQksTb33rW9N1xzl02lHUwVGYhNgjhQg3YkX8kf/aHTV/pkDYovyMurKb7Fc5OhcIuxyOs3a0wQYbpHr01a9+NQkbzpMDadfWxiGcTUuIOIceemiyG/rQHEamiUYvetGL2pSlCyO12pe2NAkQ+66Rd23OaGA5clgiiD0RAzy3dU5dbqfzhYBUQr467he/+EVaJ8qFfe5b9tprr0XuT3guvpHbIyGuzqsOcwbVU313KPccioqKabDMhOLwgFV+C2OH4OngGMvLL798EcV+GuQOQQmG+vnPf367Nns488wzU2eAiCPchkQ5K0iOe+HpMwqUFuuRnnv1gChJD0dAB2c9iJlQGiEwnoOBoPpKD8IfEALEsYmwGR0qJcl9uKYOiPIArsXwTDOK8brXvS6dF5HqU6MOOOCAROwZ1T4g00FajHCMM+gB+yHku+yySyKv1tWdT33qU+0ei4IC5Bpd6ngQ+5wo6Zzl2RlnnJE6mjKkAYF41rOe1a4Nk1Okww3Fn4LNueNMODcHyC8ipxNR5ggD52AucJ/73Cddz1C10TBhDdaDVBkKt27US+dW5hsio9woUUJxvJMBVFLHRf1FMMJZtfh/aQCxdz3KKKdaGSFQ0vqIfSBUz1DPgqBzWoLUWajL0kuyxGGVN6H2dcXYC9ugYoqxF6bCiZZu9CiHekW5HEfsbXctjjybUIaFBNRBTopQhaUJo1BGEPpCAwMUbc/RJQTkmJTYe2eImq08hPpol/7Pl5e//OWJMJaEXxgUomWfaN/qs/szcoWYj4Ly5fixqY6xcGylWUJxZxPydW3ePU8SgmdfxyCybIz+o+s49pjY0OeABCjSS+L4jIKwKPa+r26y04QPdp591B440KH0G6GWV7nyHtt/8pOfpHN4d006+yxfwg5ZtNcS6qPyLfsVNk8/WJ6HE88+x/U9C55iP/vLvxL6TfeI2HPwovzxAITf//prdYotdR3OaFXvK6bBMkHsec9htGKhbDGs0hHkIOhICi95UoQ66nxlzPdcEXtgEDR+HRLjKY5d/CnSzPAyMF7Oc28Io/UwWIGS2CME1oPYWzg7ociVSj4gHGI6qRmxncqnc9DpOx6JjRAZIyUU3mnAADqvsumDjnbUdghSRW2SH2V59eG4445Lx1l22mmnFCLjf6McXUDGbO+KBe0j9tI4QF3vCJTEHhGMzsASoTqxLqzD+XQMOmB5P5fEXrkj8TpRpL0k9qHYC09CYMoQCnXYfUd99X4GRMx9TuwRW6NMjkGUdJqTOmgzBWJvpEOdyRed6Shir6MPxR4Z1a6iDqpHObFHCKXnBA8xRWClj1oo6l37qQc5JlXsqZtxDuXSFdqmLI0QcHaXNtQJjuw4uG92gdM/Cn3Enl0N4sSO5Xk7buEUBSLfo10aoVNvhTZZN9oCQd4JJX67RkmEusU1EPs3velNicQaMZMW7x3E+uc+97m0PglCQEFakXr9QxfYEWGqo8D+I95GFucK7I2+pEtAMfLsWTjQYRcRd2levNf+2JG8PYezTjgDeaitREgrcct52Gt5dOSRRy6sH5Yg0uUoUTjlIbjEr34tnE8cJIh9tOW+cM4oF/ZEnVG/CGeeB+SJcC336jyThotVVASWCWKvwajgFsSJsRdDH2EhiHwQe78Mpg54HOIlWsoVo+ic4u8iVh2xDyMxm6AkUGcZ2DBKOgpKhGcIop6H4iBJpcJVEnv7IVdheCzIax+xR+AYOwQLGDfbI46d08P42I/RcfxDHvKQpMROCueK81oYwi5MQuyVhXMoo2kgD4wUhMH18vMoBLEXw1kiiD1iEh0OYi5N2AmVFQkw1ByOR0nsAenQOSkLx4t1VZ7qbXTQ4aC9613vSsSe4xDqpePi+jNd8uFg96M+On8Q+xhVQGiUYYwgWbpeWIuQG/cf14jO0oIQxTpH1miS/xFsbWKugNhTa6OtxTKO2HNy4t4tYu2jTfYR+766qb4YKcjzX2fO0XG8+6HGj3p5dpIYe6AKxj2bTasLnFbbOb2j4F7E4Ws7MXtLQFkaaZzmpduw0+o5Qhfv9kTccgnlQ0wYhUkU+xyewzXLkETghLJ17HEglHnb1NN8hMuvCR2Ey+h3vEcSRDAIf8BIlvYUI6fIJQXfex5GSLXvCMVR9/RH00DojfMKIe2LnY+QnVEhjwgvW2A/wtY0s8UZIXB8hLJYNyLdBfbSNbpeRg1in4fgsNvU7rDPZd0V0qRsyvbDcbJ/hOJoo12KfR8INY7XDvJf4lwQ+7e//e0L7QphQ5pRhYD6ZJv2yFbIH/01G6RPDcEDEHt9OAWf4434V1RMg2ViHvvGY104T/1aa601aDqHNCezz6bf+973TnNRB2K9MbaDH/3oR21qNxoSNvjhD384aAzGoPG003zXDSlJH3Mx331DeNs9ZxeNYUkfe2qMXppXvunY00egAubENv97QyIXrm+++eaDTTfddJH9csiL9ddfP+XLM5/5zJQmD8xRLt11yudpOsRBY0zS9oZ0pDnrwVcrGyI3OOOMMwZNp5P2a4xP+nZAQzYHjfFM+41DY2DTfTvO8fD5z38+/c4E6gE0nX36nRQNMR7c6U53Wnjcrrvumn6XBE3Hl57rzne+c1pXNttuu+2g6aDTHPzmsm86hLStC00Hmz4c5BcaYz7YYost0nLOOeektFFoiHG6vsX1cmy33XaDpgNc+F2GLbfcMv3GeiAvx8Z5Tm3LcQFz5qsbDWlJ9cg3I6DpFFN6H+RD3FtDuBbOoX7QQQctXN9ggw0GjTOX/j/llFMGjRPRHj03cO3GAU5tzaIONJ1ru7Ub++yzT/vfgjz0vQLfWAjc4ha3SPPC3+xmN2tTRsOzXnTRRen/xgkafPKTnxw0ztyg6fDTPWlb0psOP+0zUzQko/2vH9pSQxwHjTPRpiwO99GQ2TRPf0NW0/45tKdDDjlkcNppp7Up4xFtWD40ZCbVrcZZSjamC+roz372s3ZtdiDP899AQ2AHDQFL5dk4WG3qddB+1FP1GxrHLP02BHXQOCaDAw88MD2f9leicaRS3/KZz3wmtR/wwTDtoSGq6Zsd73znOxd+RDDyaRpEO2+ch0FDHtP/JdjflVZaafDYxz62TVkcjaOW+qab3OQmyZ5NCu1Dv7HNNtukb3yo79a18y7E/U76rPK/cW7TdzHcv+fIoTzZ4zI94Ln0q8rLeRrHst1yHRqneLDJJpuka+i/IO5zFHbbbbf0rBbfgMmh32Wj2RP9obauzFdcccVU93EQ6znmz5+f+oZ99903lWdFxVRoCf71Foa2KBrUaspmTHdJ8aGgxQt8lKCY3YFHb9u4mHtKJFUkhqqprY6jMISXPheKPXW0adwLlfJAKPbUXdsNQ1qnvli3dMXYx+L5bS+VecPK1kPJz0NxQCiE2UnM+gFi8+3XGOa0DvESLYWB0jAJKLSUa4j4fcpEVwiN7dRK6kofhKRQv6kdXbGj49CQ0XQPlELnyPMyh/ct7Nc1H3lfKI6Rj4B6ZB+KFJSKPQXMswgJUheE21B0Q7mP8LBQ7ClxFDb/U9xmE1QsLyJTX2MIOuq+PBIKYJhZnjVEPaX3DTGHYm90KRDD4GLVQ6kOpZ5CVYaXzQUo9l2jTOXLs0a2Qu2jICs3L+ILWREO510D5WO96cCTQus5jPqJB/Z/3wuJMQqj/suDyBd1PvJFjP2ol2cnUezVOXZPmdm3L9zMaJRQwFEwKuEcUXfDHkWoY7wEG98DGYcI5XOMhS0Zp0YqH+U0CtMq9hGyQSFX75UthDJfTuNbpsd6vuiXImZd/ZcWir1npOQLbwF1wHZ2gor76le/OtUr7U26NkHBFwI3KbRP4WJxP32K/DOf+cyU76PAJjgHOzQNPKOwqQh7Mt1034gRaGv2o7R3wXsG3osJJTzKjd3UFrRr2yOUT10vlXj9SYyyUcCFvsSseso/ftlgbdqiHfplz0B4nf1KxV7/a9RAncY5AuqJPO6qkxFyg1do8+6ZHZFnfqUZxRGSG3bB/X3lK19pz1BRMR7Xe8W+MXLp66qrrLJKm7LAm+XpUkDuf//7t6nXgZradLbJC+5T7ZuOLXnKvkhpJACoE1SGhiAn7995/L+kaIjiIkr7yiuvnJS+xtAkpZ2KYPnxj3+ctj/84Q9P29dZZ520bkTBuqUxZiktR0PE031TgxqHZ7EvxBqNaDrHxRSqwG9+85uk1jcdULoPIxYN8UhqfSDUXiobpWEcqKONQRq87W1vS+vysjFcg+OPP75XkaRWUi37QLlzXw2xTApJCQpMQ7jbtUVBQZdHQLWyfuSRR6b1EhSkacq+VMKpeq4Vyl4JSkxDDgYNQUvKGKWwMdypjufHxOhGKEZGV3JFfTbg+toSpTBGNHKFlLpIUd5jjz3SF5DHqfVdoB7uvffeC1X8nXfeOSn2jRPdqdRT/qJNuK9pIe9PPPHE9NuQq6TMsyFxzlh86VXdb4hY2o/aZnQM5D2FzTm0HW2SQmtpCH4awTCyBSeccELaz9I4rckulYg6ov7Kg4akpHVKdeRLQ4RS2kyhXSjLxhlLv0BN93wl3I/njxGELoSSGiNcS6qcK4dTTz015Zu8Yg+sL02oT66tPOUX298QszRqNAkc3xDY9H+0ywc96EHpePWHal8iFHSjzkZGw0ZRbx3jfmwPJb0hnmnkYNKRUWhI+KAhsWkEBPps/SSIcp/m+uDZGmdwoR2hUjcOffp/WrA56iZlncJtOeuss5IiHyOwz3/+81NbZMuhrJ9GxOTv+973vrTuuRzLfjmPEROItq9NN05WStNvrbbaaun/vnqvH2uIebLlntXzW/RxYLQrH+EroX9vnOL0XEbw/bID+gf2Sd00oiZtzTXXbI+qqJgALcFfJhCKvZh7ylb+BdpcsQfxbxSlLkSMY5/SRJGm5ospziG+MtSDSRdKtJhH14u4ZPGYYsqlNcYzKS1iCsfF2FOA8hGIUOxjf+qvmDzKhHTXz9EYqJReKvZApYlZWSziBENZ9xIndS+2NcY0pffBtG32o+AARYXKR+mUTrHqUuapVPmHrHKIZ/VclFEjOBSbHGZZiPPn6kYol2K6KWSUGSMX1Ni+0RzxxNTKLnQp9hSWXLHPoQzU23w6S2WvvoKRBwqRc8bXWI0UUObFlEp3L0aR+mJVlxTxcizFEBoHMqlagYgZNrrVEJs2dXGEYq+stVPtTEyxMsjbhKUhVkmtLqEOU8CMELmudpjHO4+D0Yemk15koYQpo1hnJ9wnpT3fLxbtxEuO2p1RDPtSFSnD6oY431DoY6G4OVa67eWoRsQ/q/vasXPFsco/FPyZKvZUYdc1qhewbn/T1pZwf9pLGacc0Ibi/qKteecij7WP9yUmHUXyIqb92V0jrUZHjeS4VlfdjpdnR813D9Mo9uq6+qCegNE57bMhfcPGmUv3x9bkKBV6aqqpQiNdeWoXbLn1GBmVHvAip7IxMuq9Av8bjbCf9hYwtbM07aa0cX3wEqfRVqq9snC80cmu2HjvmoxT7PUhzsE2le9VTAKquONjxLLvHKMU+64Ye6NMbEnA89rH9YDCnyv2Rs/0KfFSf8TYmwHOfmLtpcfIaLzkr3/J20XYv1Kxj+PUYWVlZEld1d6MyHr5OFfyIRT7AJ6i7EKdj4WS79z+r6iYFssksTd7TJAyw3JmEvCbE/suIC6GxBEUw2u5YyDkR8eMjBh61qhycgOMTNkAp1mCDDLuOnDkLieXQex1mO7FUKP16Az8HzOOQHREEboTCzKEaMiXPD0cmi5iD2XIDgLPMOnQnc9LTgyTl4oR2QhhKmF+annFqQHE3joDHL9dxF4HpdPJ53vP4XnkY9eLljmxz19gZJRjmstYd46SeAU4X0h//uJTjiD2OpEgghy3PmIfeZ4Te+UWCGJvloo8NMssLs5rCkl12/W6ZumZDeTE3v0gXPmUloiH7dqfjqtvFpsg9oaOOa+eB2EVkpW3A4s63kXsESwObUC9NcvITOFFYM4cYh9hdZwHw/qIvWFzBL4PnFQdNhKCoGgPXk71QrNnRdQ9b4QEIthdU8Ei9vLV88mnmAo0/xKtNPfk/y70EXvtBeGR5zmC2PeF7gitUbe6UBJ7NlcemskEDj744NTekGr5mUPb0i6EmOQIgsUuRHgD8YS96iL2pjG2z7j57icl9srfM8jzHPLHM6hnrudZcwSBJzqou2wDO2EKQulB4NU1RFJanh5QN1yfyGBGHY6AML6cgMdsOPES7ThwKO55z3suLANkl712ji6HGPFnV0Y5Y5xT52ALhO5MA3YYoXV9hN16n2OG+Nuv6+XZmM5yFLEnPJmaWL8JJbEXvsumCYFynT5iz5Fnp7RPba+0byWxR8T9dhF7k3uoL4h9TuADJbE3LSlH03O6ttAlYVn4iLqivlVUTItljtiHdx5gABgfDSxv1CXE5M+bNy91Ll3zywLDH0oco7u0P9xSxtgz/jkxt1AyAgy3DrScoaNv6SL2RgIYEiqU/ENKdECMpH0RbYQhJyviGm3TKXeRmCUBZ6pP0R+HiA0NNXxaIBLI0CgC3aXYc3pyYq+ztk8sq6yySuec0cpEHuaxrBQcM1FwLiImFyKeOZyl2UQoh8oS0UPEAUFDwM3W4l6j3HVMlGwdESIR4Ajaru0gHOqW43NnFMyi0qfYzyaxR6bNW69MjQCUBJ6jiDy4Z0ppV13WaduezyNN5UUm2RKggnoWZDdi9HNw0pwjYvH9Ur6lWRBk60bFbDdy1gXzzW+55ZYpT3IgJeFkxtdl5WGkWfI8DYz6QBVyq17bjox4Pg6/5w4BAKFEZktEXbWwuwGE1v17DnVLuXjeUM9LeD+HYj/qPSmYhNgbrXOu+EBVF2KEtI/YR4w94ue7FfGM+fsbiHlJ+HPYHsq+BYELYu+dn3iPwYJQjsK5556bHAnkNog9Mh7EnvPJnpRAOkdNd6lM7MMOd30Qz/tAzp/bSXUSCaV2a8PsF4fNumfuAidx7THTXY4i9iX0WV2OiL7EufQP+IK25js4QeylE1C0w3y62oBykM/qo/058mygdyGsI/TaGIdGuv/1m6OIvXsyom2UNif2sSD4iL1pL0voS4h9rsNJWRLho2L5xDJF7HnIXUZZh22KLcSsD4xNePajYAiuVNKXFjyHYepJh2CnhQ5JPlEyQKdsJEDIB0MSIxjSGQ6KS5fq4zyMT5xnNkFhYbAY2mmBECM5XS/nTgKklso46nidqRGAvDNCYnWoAR01B4AjyvBHiE1AqI0RG+pO/pl/nSh1Waebnw903IbXp1XQJkG8LGsoWgfGAdTpIN9eIo2RBM+FtBmxsT8HIG9TSJt0ChiEgi8flGksEQrTF4qjo4xQHMRbyNk00HYj5AKZHBXKo1P3HQf346uQJRD7UOzz8yI9yCJwVGJUAxmm7OXk0HbtxQgXp9mvOmF/6rGheyMB2r3tHHtOwlzDfbh+vBxbwvPFCItRJiMDSIR10/v12SnHyR8vT44SR0JE6IL8Q/wnCT8zWtJ3HuDgIUlsWk4y9ScIaSzIGEc0QtICQezVpdgXIUfQ7K/d5ucJhbeL2EM4yLHYnw1Bcp1PKJB2SFknuvRBXVQW7IV2o30SCaLMLF2js9o0O9P3gSr2TXioZ+lCiF+IdEC/pZ3HFLrC8ax3vbQOrk3wEFbbhSD2ISpYfBW7j9izy4g1wl5Cf+5cQeAJfMo4J/ZB+BHlsi6F8h/lymbbnz2wHi9fc9i8PAylMh+QLqTUdd7xjnckxd45PFeUWYRgWrqIfV6u4SB4hoqKwDJF7Cv+dzAtmYM8xGVaGFrXUc4mEPiuzrMvfdz9cyYQgLmAUCGOnF+dU5/KBjqTru1lOuJGTY1Y2xxUX05YF3SY0ZlPO7+96yMeYuQRt0ngetTcLmJP1efg6Eydl/PTd15OIcclJ/aOz52aWJCIPMbfOkXcL8fHb1+42GwilPnS+VwScBiMgBjJmAkcz/HtU/InhfrnHoxGatvKOYdy5ECGA85hM4pRwggNx0BYVtTLcDxj3aLdKEtKtfOVxF5YCsJOTKEME0g4G0HiEM5w6IPol+mzAQ6AtkdYmAk4qUZrRr0PMgqEE+p334xNEMSewxz5q03nxN67ZUGGtU2OUP5+BELuXmMkBkn2G6NIMfuYdse550QZadAuKehdITlG1ULQCmJvf/egzQZB16ZKYu+5ObyO8SyA2HOAS2eS8xD3XML95unqWdd+Ff+7qMS+oqJiztD34hyFsZzudTZAueoKqRkHKl3fcaG4z+S8faDQI7AB6xRxv67nd2mBwi7EUYjMbIAqipB5jplACNqkL+SOAkWWs9anTAeQRqE13vHpgzya9HkQPuSOqgsIohBDI25GvOJ+xJZzGITuqV8RkhMQmmOEdS5emicSIPejRgT6wNER7jMT8QU8t9GYUSPoiD3CzBkKxHsNAfkjDCnC6eRvDgQ8SH0sBIUg7FRzaaHgA/UdQZdefjQtFPsIbwpin3+cyuL5uoi9UQX7+yBVXC8Uew5fOPmWuLcuwo7IU/XZLCGhjhX2WFERuIE/7QQ5FRUVFRUVFf8DaByV9LFHUzU2JLRNHY9nPetZ6WNaa6yxRpsyOS655JI0fbMP4jWEtE1dMpi2+ne/+13v1JqmFYaGsA9e9apXpf/BlMmmZM7TRqEh2Wlqy9j/n//8Z8qLI444YrGPSO2+++5pKlfTzQauueaa9PEu03TGdLenn356+jCmqaobRytN+Wyq5cZpGay77rppWu7nPOc5ad/Atddemz5CZ6rsVVddNU3XaQrPiooFGAz+Hz53YVaf+YenAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "92cc7095",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f306b579",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fk_spectra(data, dt, dx, L=6):\n",
    "    \"\"\"\n",
    "    :param data: 二维的地震数据\n",
    "    :param dt: 时间采样间隔\n",
    "    :param dx: 道间距\n",
    "    :param L: 平滑窗口\n",
    "    :return: S(频谱结果), f(频率范围), k(波数范围)\n",
    "    \"\"\"\n",
    "    data = np.array(data)\n",
    "    [nt, nx] = data.shape  # 获取数据维度\n",
    "    # 计算nk和nf是为了加快傅里叶变换速度,等同于nextpow2\n",
    "    i = 0\n",
    "    while (2 ** i) <= nx:\n",
    "        i = i + 1\n",
    "    nk = 4 * 2 ** i\n",
    "    j = 0\n",
    "    while (2 ** j) <= nt:\n",
    "        j = j + 1\n",
    "    nf = 4 * 2 ** j\n",
    "    S = np.fft.fftshift(abs(np.fft.fft2(data, (nf, nk))))  # 二维傅里叶变换\n",
    "    H1 = np.hamming(L)\n",
    "    # 设置汉明窗口大小，汉明窗的时域波形两端不能到零，而海宁窗时域信号两端是零。从频域响应来看，汉明窗能够减少很近的旁瓣泄露\n",
    "    H = (H1.reshape(L, -1)) * (H1.reshape(1, L))\n",
    "    S = signal.convolve2d(S, H, boundary='symm', mode='same')  # 汉明平滑\n",
    "    S = S[nf // 2:nf, :]\n",
    "    f = np.arange(0, nf / 2, 1)\n",
    "    f = f / nf / dt\n",
    "    k = np.arange(-nk / 2, nk / 2, 1)\n",
    "    k = k / nk / dx\n",
    "    return S, k, f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9e2cda71",
   "metadata": {},
   "outputs": [],
   "source": [
    "d = np.load('d.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fbd12255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1300eca3908>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直接对原始数据可视化\n",
    "clip = 3   # 显示范围，负值越大越明显\n",
    "vmin, vmax = -clip, clip\n",
    "# 彩色图像# 纵横比为 0.5   29760\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.imshow(d, cmap=plt.cm.seismic,\n",
    "           interpolation='nearest', aspect=0.25, vmin=vmin, vmax=vmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "522d85d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "[S, k, f] = fk_spectra(d, 0.002, 10, 6)\n",
    "[S_y, S_x] = S.shape\n",
    "plt.figure(figsize=(10, 8))  # 自定义画布大小(width,height)\n",
    "plt.imshow(S[0:512,:], aspect=1, interpolation=None)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4caafb8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 249.755859375, -0.05, 0.049609375)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f[0],f[-1],k[0],k[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57065292",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
